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REVIEW 4 major objections 5 minor 164 references

Multimodal Generative AI and Foundation Models for Behavioural Health in Online Gambling

T0 review · 4 major / 5 minor · reviewed 2026-08-10 · deepseek-v4-flash

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Pith's one-line read The paper argues that multimodal generative AI can support prevention, early identification, and harm reduction in online gambling through six proposed applications, from synthetic player profiles to policy scenario modeling.

desk verdict A competent, honest roadmap for generative AI in gambling harm reduction, but its enabling assumption about synthetic player data is unvalidated and load-bearing. read the letter →

arxiv 2503.03752 v1 pith:MZV3N35W submitted 2025-01-24 cs.CY

Konrad Samsel , Mohammad Noaeen , Neil Seeman , Karim Keshavjee , Li-Jia Li , Zahra Shakeri This is my paper · ORCID
classification cs.CY
keywords generativeAIonlinegamblingbehavioralhealthmultimodaldigitaladdictionsyntheticdatafoundationmodelsharmreduction
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

This paper argues that multimodal generative AI and foundation models can meaningfully improve how online gambling harm is prevented, detected early, and reduced, and that current AI tools for gambling have left gaps—especially in policy engagement and algorithmic fairness—that generative models are positioned to fill. It proposes six applications: synthetic player profiles, responsible-marketing audits, personalized behavioral interventions, gamified recovery tools, counselor training and decision support, and policy scenario modeling. The paper's load-bearing step is the claim that a foundation model calibrated on a small anonymized or aggregated collection of gambling behavior can generate faithful, privacy-preserving synthetic profiles, and that those profiles can anchor all five downstream use cases. This is a framework and research agenda, not a demonstration; no system is built or validated, and the authors explicitly condition the promise on solving privacy, bias, and verification challenges first.

What carries the argument

The central object is the synthetic player profile generator: a foundation model $M$ with parameters $\Theta$ trained on a small anonymized or aggregated collection $\{\mathbf{V}_1, \dots, \mathbf{V}_m\}$ by minimizing a loss such as negative log-likelihood, so that it learns $q_\Theta(\mathbf{V})$ approximating the true distribution $p(\mathbf{V})$ of gambling behavior over features like deposit amounts, session durations, chat text, and self-exclusion flags. Once trained, $M$ samples synthetic profiles $\mathbf{V}^* \sim q_{\Theta^*}(\mathbf{V})$ that preserve realistic correlations while anonymity mechanisms such as $k$-anonymity or differential privacy protect real identities. This generator underwrites the other five applications by supplying privacy-safe data for testing interventions, training counselors, and modeling policy, and the paper's formal mappings $f_\Theta$, $g_\Theta$, $h_\Theta$, $r_\Theta$, and $S_\Theta$ are all defined downstream of it.

What would settle it

A concrete test would be to take a real online gambling dataset, train a foundation model on a small anonymized subset under a chosen privacy mechanism, generate synthetic profiles, and then measure two things: whether predictive models trained only on synthetic data reach accuracy comparable to models trained on the full real data, and whether membership-inference or re-identification attacks against the synthetic profiles succeed. If the synthetic profiles fail either fidelity or privacy, the downstream applications in Sections 5.2 through 5.6 lose their evidentiary base.

Watch

Extended reading notes

Core claim

The central claim is that generative AI and foundation models, because they can jointly handle text, images, behavioral logs, and other data modalities, can shift gambling-harm efforts from reactive detection to proactive, adaptive, and policy-level intervention. The review formalizes this as a family of learned mappings: a synthetic-profile generator $q_\Theta(\mathbf{V})$ approximating the true distribution $p(\mathbf{V})$ of gambling behavior; a marketing risk scorer $f_\Theta \colon (\mathcal{M}, \mathcal{U}) \to \mathcal{R}$; an intervention generator $g_\Theta \colon \mathcal{D} \to \mathcal{I}$; a gamified recovery module $h_\Theta \colon \mathcal{S} \to \mathcal{G}$; a counselor support mapping $r_\Theta \colon (\mathcal{C}, \mathcal{S}) \to \mathcal{F}$; and a policy simulator $S_\Theta \colon (\mathcal{P}, \mathcal{V}) \to \mathcal{H}$. The paper argues that together these extend existing AI-for-gambling work—whose baselines include AUC values around 0.65 to 0.84 for predicting risky play or self-exclusion—into applications that generate data, police marketing, personalize support, train clinicians, and simulate regulation, while explicitly warning that ungoverned deployment could deepen harm.

Load-bearing premise

The entire framework rests on the unvalidated assumption that a foundation model calibrated on a small anonymized or aggregated sample of real gambling behavior can generate synthetic player profiles that are both distributionally faithful to the true population and safe from re-identification.

Editorial extensions

If this is right

  • If synthetic player profiles faithfully reproduce gambling behavior distributions, researchers can run large-scale experiments without access to proprietary operator data, which currently blocks much of the field.
  • Regulators could deploy multimodal ad-risk scoring to enforce responsible-marketing rules in real time, flagging youth-targeted imagery or missing disclaimers in advertisements and influencer content.
  • Personalized, context-aware interventions generated on the fly—empathy after a losing streak, limit reminders after a win—could slow escalation into problematic play.
  • Policy scenario models would let governments test the effects of advertising limits, self-exclusion rules, or tax changes before enacting them, using synthetic data for privacy and coverage.
  • Counselor training platforms with realistic multimodal simulated clients could expand access to evidence-based practice for behavioral health professionals.

Reading between the lines

Editorial extensions of the paper, not claims the author makes directly.

  • If synthetic-profile fidelity holds, the same generator could be repurposed across other behavioral addictions, since the paper itself notes the blurring boundary between gaming and gambling; that extension is speculative until empirical validation.
  • A dual-use risk emerges that the paper gestures at but does not develop: the same foundation model architecture could be tuned to increase engagement or to reduce harm, so governance rather than model capability may decide the net public-health effect.
  • The review's requirement analysis suggests a concrete evaluation agenda: any proposed generative-AI system for gambling should be scored against all eight requirements, especially policy engagement and algorithmic fairness, not just predictive accuracy.
  • A near-term, testable version of the framework would be a benchmark task where synthetic profiles generated from a small dataset are used to train a predictive model and compared against a model trained on the full real dataset; the paper does not run this experiment.
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Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, and a circularity audit.

Referee Report

4 major / 5 minor

Summary. The manuscript is a narrative review arguing that multimodal generative AI and foundation models can support prevention, early identification, and harm reduction in online gambling. It synthesizes demography, social/behavioral, and commercial determinants of problem gambling, then reviews existing AI applications (detection, prediction, intervention, and monitoring) and proposes an eight-requirement framework represented by author-assigned binary vectors and an UpSet plot. The core contribution is a set of six proposed use cases: synthetic player profiles (Section 5.1), responsible marketing analysis (Section 5.2), personalized behavioral interventions (Section 5.3), gamified recovery tools (Section 5.4), AI-driven counselor training and decision support (Section 5.5), and scenario modeling for policy development (Section 5.6). The paper concludes by discussing ethical and technical challenges, including validation, verification, bias, privacy, re-identification, and sustainability.

Significance. The paper is a position/synthesis piece with no empirical claims and no built or validated systems; its value lies in organizing an emerging research agenda and connecting gambling research to generative-AI techniques. The authors are appropriately cautious in places, explicitly acknowledging that validation is missing and that re-identification and bias risks remain. The manuscript also provides a concrete, if preliminary, way to map AI application categories to research requirements, and it identifies plausible high-impact uses worth investigating. However, the central premise depends on unvalidated enabling assumptions about synthetic data fidelity, and the requirement-vector analysis that motivates the use cases reflects the authors' own coding rather than an independent measurement. If revised to clearly label these components as proposals rather than demonstrated capabilities and to provide a concrete validation strategy, the paper could serve as a useful roadmap for the field.

major comments (4)
  1. [Section 5.1] The central enabling assumption—that a foundation model calibrated on a small anonymized or aggregated collection {V1,...,Vm} via negative log-likelihood yields q_Theta(V) close to the true distribution p(V)—is asserted without supporting evidence or a validation protocol. The text gives no sample-size criterion, model class, evaluation metric, or benchmark. With aggregated inputs, the joint correlations among deposit amounts, session durations, chat text, and self-exclusion flags are lost before generation begins. Sections 5.2, 5.4, 5.5, and 5.6 explicitly inherit this assumption by referencing synthetic data from Section 5.1, so the recommendation should either add concrete evidence from gambling-specific data or re-frame the claim as an open research hypothesis rather than an established capability.
  2. [Section 4.3] The requirement vectors V_DP, V_BA, V_IM, and V_P are author-assigned, and the UpSet plot in Figure 3 merely displays those assignments. The conclusion that Policy Engagement (r7) and Algorithmic Fairness (r8) are underrepresented is therefore built into the coding, not discovered. To make this analysis informative, the authors should state the coding procedure (e.g., a literature-based rubric, independent raters, inter-rater reliability) or present it as an illustrative exercise; currently it is presented as an objective gap analysis that motivates the six use cases.
  3. [Section 6] The ethical/technical section acknowledges that even anonymized gambling logs can be re-identified and that models can be repurposed in unforeseen ways, but the paper never reconciles this with Section 5.1's claim that privacy mechanisms (k-anonymity, differential privacy) ensure synthetic profiles remain 'secure and reliable.' The utility cost of such mechanisms on the joint distribution of gambling behaviors is not discussed; the text does not state whether the privacy guarantee is compatibility with the fidelity requirement or with the downstream uses in Sections 5.4–5.6. Without a concrete privacy-utility analysis, the claim that synthetic profiles simultaneously preserve fidelity and anonymity remains unsupported.
  4. [Section 7] The concluding claim that these technologies 'enable advanced analytics, adaptive interventions, and realistic policy modeling' overstates what the manuscript shows. Sections 5.1–5.6 formally define mappings f_Theta, g_Theta, h_Theta, r_Theta, and S_Theta but provide no training, evaluation, or deployment results. The conclusion should reflect the conditional and proposed status of these applications—for example, 'could enable, pending validation'—and should explicitly restate the validation agenda from Section 6.
minor comments (5)
  1. [Figure 4] Figure 4 presents a single annotated advertisement produced by GPT-4O; the annotation is anecdotal, and the listed model parameters (temperature, max tokens, etc.) do not constitute an evaluation. The caption should clarify that the figure is an illustrative example of the proposed analysis, not a validated audit tool.
  2. [Sections 5.2–5.6] The formal mapping definitions are difficult to parse because the calligraphic symbols for the domain and codomain sets do not render consistently; please check the typesetting and define each symbol (e.g., M, U, R) at first use.
  3. [References] The references 'Smith and Doe (2022)' and 'National Gambling Association (2022)' appear to be placeholders or are not sufficiently verifiable from the text; they should be replaced with real, citable sources or removed.
  4. [Figure 3 caption] The phrase 'a size of zero means that no category combination includes those specific requirements simultaneously' is tautological; it should be replaced with a substantive explanation of what the absence of a requirement in a category indicates for the analysis.
  5. [Section 5.1] The citation to Harris, Parke and Griffiths (2018) does not appear to support the claim about crafting synthetic player profiles; that reference is about emotionally stimulating gambling messages, so please verify or replace the citation.

Circularity Check

0 steps flagged · score 0.0 of 10

No significant circularity: the paper is a narrative review of proposed applications, not a derivation whose predictions are equivalent to its inputs.

full rationale

The manuscript makes no fitted-parameter derivation, quantitative prediction, or uniqueness claim, so there is no derivation chain whose output is forced by its inputs. Section 5.1 proposes that a small anonymized or aggregated collection {V1,...,Vm} can calibrate a foundation model to approximate p(V); this is an unvalidated enabling assumption, and Sections 5.4-5.6 merely inherit that assumption by reference. Inheritance of an assumption is not circularity. The Section 4.3 requirement-vector analysis is a transparent coding of the authors' literature synthesis: the vectors are assigned by the authors, and the statement that r7 and r8 are underrepresented is a direct readout of those vectors. While this makes the analysis a self-consistency/annotation exercise rather than an independent empirical finding, the conclusion is not used to define the vectors, so it does not exhibit the X-defined-in-terms-of-Y circular pattern. No load-bearing self-citations were found (the reference list contains no author self-citations). Section 6's concession that anonymized gambling logs can be re-identified and the absence of a fidelity/privacy validation are substantive feasibility and correctness risks, but they are not circularity.

Assumptions & free parameters 1 free parameters · 3 assumptions · 0 invented entities

No new physical or theoretical entities are invented. The mappings fTheta, gTheta, hTheta, rTheta, STheta and synthetic player profiles are conceptual constructs for potential systems, not entities with independent falsifiable handles.

free parameters (1)
  • Requirement vectors for four AI categories = V_DP={1,0,1,0,0,1,0,1}; V_BA={1,0,1,0,0,1,0,1}; V_IM={1,0,1,0,0,0,0,0}; V_P={1,0,1,0,0,0,0,0}
    Hand-assigned binary encodings of whether each AI category addresses each of eight stated requirements (Section 4.3). These assignments drive the UpSet gap analysis and are not derived from a reproducible coding protocol.
assumptions (3)
  • domain assumption A foundation model M calibrated on a small anonymized or aggregated collection can approximate the true distribution p(V) of player behavior (Section 5.1).
    Underlies all synthetic player profile use cases; no experiment or benchmark supports it.
  • domain assumption Synthetic profiles can remain privacy-preserving under k-anonymity or differential privacy while retaining realistic correlations (Section 5.1).
    Assumed rather than demonstrated; the paper notes re-identification risks later in Section 6.
  • ad hoc to paper The eight requirements and their mapping to AI categories represent the literature accurately (Section 4.3).
    No systematic literature selection or coding method is described, so the gap analysis restates the authors' coding.

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Cite this review

Pith. "Pith review of Multimodal Generative AI and Foundation Models for Behavioural Health in Online Gambling." pith.science (2026). https://pith.science/paper/MZV3N35W

@misc{pith2026250303752,
  author       = {Pith},
  title        = {Pith review of: Multimodal Generative AI and Foundation Models for Behavioural Health in Online Gambling},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/MZV3N35W}},
  note         = {Machine review of arXiv:2503.03752}
}
read the original abstract

Online gambling platforms have transformed the gambling landscape, offering unprecedented accessibility and personalized experiences. However, these same characteristics have increased the risk of gambling-related harm, affecting individuals, families, and communities. Structural factors, including targeted marketing, shifting social norms, and gaps in regulation, further complicate the challenge. This narrative review examines how artificial intelligence, particularly multimodal generative models and foundation technologies, can address these issues by supporting prevention, early identification, and harm-reduction efforts. We detail applications such as synthetic data generation to overcome research barriers, customized interventions to guide safer behaviors, gamified tools to support recovery, and scenario modeling to inform effective policies. Throughout, we emphasize the importance of safeguarding privacy and ensuring that technological advances are responsibly aligned with public health objectives.

Figures

Figures reproduced from arXiv: 2503.03752 by the authors.

Figure 1
Figure 1. Environmental determinants of online gambling and associated data sources for research and prevention. The determinants are classified into accessibility, socioeconomic factors, regulatory environments, and commercial influences. These determinants interact to shape online gambling behav￾iors and outcomes. The figure also maps relevant data sources, including demographic surveys, public health records, and behaviora… view at source ↗
Figure 2
Figure 2. Technological interventions in online gambling prevention. This figure highlights a population health approach with three tiers: primary prevention focuses on risk factor analysis and public health promotion; secondary prevention includes early detection of gambling behaviors and risk modeling; and tertiary prevention addresses treatment and recovery with in-game interventions and relapse prevention technologies. 2 … view at source ↗
Figure 3
Figure 3. UpSet plot illustrating the intersections of requirement vectors across AI application categories. The vectors are defined as follows: Detection and Pre￾diction (𝑉DP = {1, 0, 1, 0, 0, 1, 0, 1}), Behavioral Analysis (𝑉BA = {1, 0, 1, 0, 0, 1, 0, 1}), Intervention and Monitor￾ing (𝑉IM = {1, 0, 1, 0, 0, 0, 0, 0}), and Prevention (𝑉P = {1, 0, 1, 0, 0, 0, 0, 0}). A size of two for intersections indicates that two requirem… view at source ↗
Figures from the paper (2 more)
Figure 4
Figure 4. Figure 4: Generative AI-Driven Analysis of Marketing Strate￾gies in Online Gambling Advertisement. An online sports￾betting advertisement analyzed using generative AI (GPT-4O). Marketing strategies were detected from visual and textual elements, annotated numerically, and listed…
Figure 5
Figure 5. Figure 5: Multimodal Foundation Model for Problem Gambling Counseling. This figure illustrates the integration of multimodal data ( = {𝑠1 ,… , 𝑠𝑚 }), including player behaviors, marketing influences, and conversational cues, into a foundation model (𝑟Θ ). The model processes th…

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Reference graph

Works this paper leans on

164 extracted references · 74 canonical work pages

  1. [1]

    write newline

    " write newline "" before.all 'output.state := FUNCTION n.dashify 't := "" t empty not t #1 #1 substring "-" = t #1 #2 substring "--" = not "--" * t #2 global.max substring 't := t #1 #1 substring "-" = "-" * t #2 global.max substring 't := while if t #1 #1 substring * t #2 global.max substring 't := if while FUNCTION word.in bbl.in ":" * " " * FUNCTION f...

  2. [2]

    , author Colella, T.J

    author Abedi, A. , author Colella, T.J. , author Pakosh, M. , author Khan, S.S. , year 2024 . title Artificial intelligence-driven virtual rehabilitation for people living in the community: A scoping review . journal NPJ Digital Medicine volume 7 , pages 25

    2024

  3. [3]

    , author Tam, C.C

    author Aggarwal, A. , author Tam, C.C. , author Wu, D. , author Li, X. , author Qiao, S. , year 2023 . title Artificial intelligence--based chatbots for promoting health behavioral changes: systematic review . journal Journal of medical Internet research volume 25 , pages e40789

    2023

  4. [4]

    , author Hodgins, D.C

    author Allami, Y. , author Hodgins, D.C. , author Young, M. , author Brunelle, N. , author Currie, S. , author Dufour, M. , author Flores-Pajot, M.C. , author Nadeau, L. , year 2021 . title A meta-analysis of problem gambling risk factors in the general adult population . journal Addiction volume 116 , pages 2968--2977

    2021

  5. [5]

    , author Williams, R.J

    author Allami, Y. , author Williams, R.J. , author Hodgins, D.C. , author Stevens, R. , author Shaw, C.A. , author el Guebaly, N. , author Christensen, D.R. , author McGrath, D.S. , author Belanger, Y.D. , year 2003 . title Predictors of problem gambling remission in adults: A canadian longitudinal study . journal Psychology of Addictive Behaviors

    2003

  6. [6]

    , author Clark, K

    author Althoff, T. , author Clark, K. , author Leskovec, J. , year 2016 . title Large-scale analysis of counseling conversations: An application of natural language processing to mental health . journal Transactions of the Association for Computational Linguistics volume 4 , pages 463--476

    2016

  7. [7]

    , author Shen, J

    author An, R. , author Shen, J. , author Wang, J. , author Yang, Y. , year 2024 . title A scoping review of methodologies for applying artificial intelligence to physical activity interventions . journal Journal of Sport and Health Science volume 13 , pages 428--441

    2024

  8. [8]

    , author Viduani, A

    author Arenas, D.L. , author Viduani, A. , author Araujo, R.B. , year 2022 . title Therapeutic use of role-playing game (rpg) in mental health: A scoping review . journal Simulation & Gaming volume 53 , pages 285--311

    2022

Show all 164 references
  1. [9]

    , author Griffiths, M.D

    author Armoon, B. , author Griffiths, M.D. , author Fleury, M.J. , author Mohammadi, R. , author Bayat, A.H. , year 2023 . title The global prevalence of problem and pathological gambling and its associated factors among individuals with substance use disorders: A meta-analysi...

    2023

  2. [10]

    , author Griffiths, M.D

    author Auer, M. , author Griffiths, M.D. , year 2022 . title Predicting limit-setting behavior of gamblers using machine learning algorithms: A real-world study of norwegian gamblers using account data . journal International Journal of Mental Health and Addiction volume 20 , ...

    2022

  3. [11]

    , author Griffiths, M.D

    author Auer, M. , author Griffiths, M.D. , year 2023 a. title The impact of personalized feedback interventions by a gambling operator on subsequent gambling expenditure in a sample of dutch online gamblers . journal Journal of Gambling Studies volume 39 , pages 929--946

    2023

  4. [12]

    , author Griffiths, M.D

    author Auer, M. , author Griffiths, M.D. , year 2023 b. title Using artificial intelligence algorithms to predict self-reported problem gambling with account-based player data in an online casino setting . journal Journal of Gambling Studies volume 39 , pages 1273--1294

    2023

  5. [13]

    , year 2023

    author Baek, T.H. , year 2023 . title Digital advertising in the age of generative ai . journal Journal of Current Issues & Research in Advertising volume 44 , pages 249--251

    2023

  6. [14]

    , author Hobson, C

    author Baig, M.M. , author Hobson, C. , author GholamHosseini, H. , author Ullah, E. , author Afifi, S. , year 2024 . title Generative ai in improving personalized patient care plans: Opportunities and barriers towards its wider adoption . journal Applied Sciences volume 14 , ...

    2024

  7. [15]

    , author Konstantinidis, T

    author Barakat, C. , author Konstantinidis, T. , year 2023 . title A review of the relationship between socioeconomic status change and health . journal International Journal of Environmental Research and Public Health volume 20 , pages 6249

    2023

  8. [16]

    , author Welte, J.W

    author Barnes, G.M. , author Welte, J.W. , author Tidwell, M.C.O. , author Hoffman, J.H. , year 2015 . title Gambling and substance use: Co-occurrence among adults in a recent general population study in the united states . journal International Gambling Studies volume 15 , pa...

    2015

  9. [17]

    , author Kieslich, K

    author Barnett, J. , author Kieslich, K. , author Diakopoulos, N. , year 2024 . title Simulating policy impacts: Developing a generative scenario writing method to evaluate the perceived effects of regulation . journal arXiv preprint arXiv:2405.09679

    2024 arXiv

  10. [18]

    , author Russell, A.M.T

    author Bastiani, O. , author Russell, A.M.T. , author Newall, P. , year 2023 . title Childhood use of coin pusher and crane grab machines, and adult gambling: Robustness to subjective confidence in a young adult usa sample . journal Journal of Gambling Studies

    2023

  11. [19]

    , author Gebru, T

    author Bender, E.M. , author Gebru, T. , author McMillan-Major, A. , author Shmitchell, S. , year 2021 . title On the dangers of stochastic parrots: Can language models be too big? , in: booktitle Proceedings of the 2021 ACM conference on fairness, accountability, and transpar...

    2021

  12. [20]

    , author Khanna, A.S

    author Bhadra, J. , author Khanna, A.S. , author Beuno, A. , year 2023 . title A graph neural network approach for identification of influencers and micro-influencers in a social network:* classifying influencers from non-influencers using gnn and gcn , in: booktitle 2023 Inte...

    2023

  13. [21]

    , author Simensen, J.O

    author Bj rseth, B. , author Simensen, J.O. , author Bj rnethun, A. , author Griffiths, M.D. , author Erevik, E.K. , author Leino, T. , author Pallesen, S. , year 2021 . title The effects of responsible gambling pop-up messages on gambling behaviors and cognitions: A systemati...

    2021

  14. [22]

    , author Dowling, N.A

    author Booth, N. , author Dowling, N.A. , author Landon, J. , author Lubman, D.I. , author Merkouris, S.S. , author Rodda, S.N. , year 2021 . title Affected others responsivity to gambling harm: An international taxonomy of consumer-derived behaviour change techniques . journa...

    2021

  15. [23]

    , author Griffiths, M.D

    author Calado, F. , author Griffiths, M.D. , year 2016 . title Problem gambling worldwide: An update and systematic review of empirical research (2000–2015) . journal Journal of Behavioral Addictions volume 5 , pages 592--613

    2016

  16. [24]

    , author Plangger, K

    author Campbell, C. , author Plangger, K. , author Sands, S. , author Kietzmann, J. , year 2022 . title Preparing for an era of deepfakes and ai-generated ads: A framework for understanding responses to manipulated advertising . journal Journal of Advertising volume 51 , pages 22--38

    2022

  17. [25]

    , author Zhuang, J

    author Cao, C. , author Zhuang, J. , author He, Q. , year 2024 . title Llm-assisted modeling and simulations for public sector decision-making: Bridging climate data and policy insights , in: booktitle AAAI-2024 Workshop on Public Sector LLMs: Algorithmic and Sociotechnical Design

    2024

  18. [26]

    , author Shu, K

    author Chen, C. , author Shu, K. , year 2024 . title Combating misinformation in the age of llms: Opportunities and challenges . journal AI Magazine volume 45 , pages 354--368

    2024

  19. [27]

    , author Ebrahimi, O.V

    author Cheng, C. , author Ebrahimi, O.V. , year 2023 . title Gamification: a novel approach to mental health promotion . journal Current Psychiatry Reports volume 25 , pages 577--586

    2023

  20. [28]

    , author Håkansson, A

    author Claesdotter-Knutsson, E. , author Håkansson, A. , year 2021 . title Changes in self-reported web-based gambling activity during the covid-19 pandemic: Cross-sectional study . journal JMIR Serious Games volume 9

    2021

  21. [29]

    , author O’Gara, C

    author Columb, D. , author O’Gara, C. , year 2018 . title A national survey of online gambling behaviours . journal Irish Journal of Psychological Medicine volume 35 , pages 311--319

    2018

  22. [30]

    , author Moskalewicz, J

    author D a browska, K. , author Moskalewicz, J. , author Wieczorek, . , year 2017 . title Barriers in access to the treatment for people with gambling disorders. are they different from those experienced by people with alcohol and/or drug dependence? journal Journal of Gamblin...

    2017

  23. [31]

    , author Radhakrishnan, A

    author Darvesh, N. , author Radhakrishnan, A. , author Lachance, C.C. , author Nincic, V. , author Sharpe, J.P. , author Ghassemi, M. , author Straus, S.E. , author Tricco, A.C. , year 2020 . title Exploring the prevalence of gaming disorder and internet gaming disorder: a rap...

    2020

  24. [32]

    , author King, D.L

    author Delfabbro, P. , author King, D.L. , author Carey, P. , year 2021 . title Harm severity in internet gaming disorder and problem gambling: A comparative study . journal Computers in Human Behavior volume 124 , pages 106898

    2021

  25. [33]

    , author Lesch, T

    author Deng, X. , author Lesch, T. , author Clark, L. , year 2019 . title Applying data science to behavioral analysis of online gambling . journal Current Addiction Reports volume 6 , pages 159--164

    2019

  26. [34]

    , author Smith, D

    author Dowling, N. , author Smith, D. , author Thomas, T. , year 2005 . title Electronic gaming machines: are they the ‘crack-cocaine’of gambling? journal Addiction volume 100 , pages 33--45

    2005

  27. [35]

    , author Nalbadis, F

    author Drosatos, G. , author Nalbadis, F. , author Arden-Close, E. , author Baines, V. , author Bolat, E. , author Vuillier, L. , author Kostoulas, T. , author Wasowska, S. , author Bonello, M. , author Palles, J. , et al., year 2018 . title Empowering responsible online gambl...

    2018

  28. [36]

    , author Ballantyne, E.E.F

    author Dunlop, P. , author Ballantyne, E.E.F. , year 2021 . title Effective and responsible marketing of online sports gambling to young adults in the uk . journal SN Business & Economics volume 1

    2021

  29. [37]

    , year 2020

    author D’Alfonso, S. , year 2020 . title Ai in mental health . journal Current opinion in psychology volume 36 , pages 112--117

    2020

  30. [38]

    , author Leatherdale, S.T

    author Elton-Marshall, T. , author Leatherdale, S.T. , author Turner, N.E. , year 2016 . title An examination of internet and land-based gambling among adolescents in three canadian provinces: Results from the youth gambling survey (ygs) . journal BMC public health volume 16 ,...

    2016

  31. [39]

    , author Griffiths, M.D

    author Emond, A.M. , author Griffiths, M.D. , year 2020 . title Gambling in children and adolescents . journal British Medical Bulletin volume 136 , pages 21--29

    2020

  32. [40]

    , author Torsheim, T

    author Engeb , J. , author Torsheim, T. , author Pallesen, S. , year 2021 . title Regulatory measures' effect on gambling participation: Experiences from norway . journal Frontiers in Psychiatry volume 12 , pages 672471

    2021

  33. [41]

    , author Forte, G

    author Favieri, F. , author Forte, G. , author Casagrande, M. , author Dalpiaz, C. , author Riglioni, A. , author Langher, V. , year 2023 . title A portrait of gambling behaviors and associated cognitive beliefs among young adolescents in italy . journal International Journal ...

    2023

  34. [42]

    , author MacDonald, K

    author Finkenwirth, S. , author MacDonald, K. , author Deng, X. , author Lesch, T. , author Clark, L. , year 2021 . title Using machine learning to predict self-exclusion status in online gamblers on the playnow. com platform in british columbia . journal International Gamblin...

    2021

  35. [43]

    , author Rosella, L.C

    author Fisher, S. , author Rosella, L.C. , year 2022 . title Priorities for successful use of artificial intelligence by public health organizations: a literature review . journal BMC Public Health volume 22 , pages 2146

    2022

  36. [44]

    , year 2015

    author Gainsbury, S.M. , year 2015 . title Online gambling addiction: the relationship between internet gambling and disordered gambling . journal Current addiction reports volume 2 , pages 185--193

    2015

  37. [45]

    title Gambling commission publishes latest combined health survey

    author Gambling Commission , year 2021 . title Gambling commission publishes latest combined health survey

    2021

  38. [46]

    , author Liu, S

    author Geng, S. , author Liu, S. , author Fu, Z. , author Ge, Y. , author Zhang, Y. , year 2022 . title Recommendation as language processing (rlp): A unified pretrain, personalized prompt & predict paradigm (p5) , in: booktitle Proceedings of the 16th ACM Conference on Recomm...

    2022

  39. [47]

    , author Abarbanel, B

    author Ghaharian, K. , author Abarbanel, B. , author Phung, D. , author Puranik, P. , author Kraus, S. , author Feldman, A. , author Bernhard, B. , year 2023 . title Applications of data science for responsible gambling: A scoping review . journal International Gambling Studie...

    2023

  40. [48]

    , author Binesh, F

    author Ghaharian, K. , author Binesh, F. , author Soligo, M. , author Golab, L. , author Abarbanel, B. , year 2024 . title Ai ethics in a controversial industry: the case of gambling and its ethical paradox . journal AI and Ethics , pages 1--17

    2024

  41. [49]

    , author Scattola, P

    author Ghelfi, M. , author Scattola, P. , author Giudici, G. , author Velasco, V. , year 2023 . title Online gambling: A systematic review of risk and protective factors in the adult population . journal Journal of Gambling Studies

    2023

  42. [50]

    , author Shung, D.L

    author Giuffr \`e , M. , author Shung, D.L. , year 2023 . title Harnessing the power of synthetic data in healthcare: innovation, application, and privacy . journal NPJ digital medicine volume 6 , pages 186

    2023

  43. [51]

    , author Pouget-Abadie, J

    author Goodfellow, I. , author Pouget-Abadie, J. , author Mirza, M. , author Xu, B. , author Warde-Farley, D. , author Ozair, S. , author Courville, A. , author Bengio, Y. , year 2014 . title Generative adversarial nets . journal Advances in neural information processing syste...

    2014

  44. [52]

    , year 2023

    author Gooding, N.B. , year 2023 . title What's the harm? predicting the risk of future gambling problems

    2023

  45. [53]

    , author H., K

    author Gooding, N.B. , author H., K. , author Williams, R.J. , author Williams, J.N. , year 2023 . title Individual differences and predictors of general awareness in problem gambling . journal Addictive Behaviors volume 136

    2023

  46. [54]

    , author Satornino, C.B

    author Grewal, D. , author Satornino, C.B. , author Davenport, T. , author Guha, A. , year 2024 . title How generative ai is shaping the future of marketing . journal Journal of the Academy of Marketing Science , pages 1--21

    2024

  47. [55]

    , author Wardle, H

    author Griffiths, M. , author Wardle, H. , author Orford, J. , author Sproston, K. , author Erens, B. , year 2021 . title Internet gambling, health, smoking and alcohol use: Findings from the 2007 british gambling prevalence survey . journal International Journal of Mental Hea...

    2021

  48. [56]

    , author Gallopel-Morvan, K

    author Guillou-Landreat, M. , author Gallopel-Morvan, K. , author Lever, D. , author Le Goff, D. , author Le Reste, J.Y. , year 2021 . title Gambling marketing strategies and the internet: What do we know? a systematic review . journal Frontiers in Psychiatry volume 12 , pages 583817

    2021

  49. [57]

    , author Akiri, C

    author Gupta, M. , author Akiri, C. , author Aryal, K. , author Parker, E. , author Praharaj, L. , year 2023 . title From chatgpt to threatgpt: Impact of generative ai in cybersecurity and privacy . journal IEEE Access

    2023

  50. [58]

    , author Viswanathan, S

    author Habicht, J. , author Viswanathan, S. , author Carrington, B. , author Hauser, T.U. , author Harper, R. , author Rollwage, M. , year 2024 . title Closing the accessibility gap to mental health treatment with a personalized self-referral chatbot . journal Nature Medicine ...

    2024

  51. [59]

    , author Gous, G

    author Harris, A. , author Gous, G. , author de Wet, B. , author Griffiths, M.D. , year 2021 . title The relationship between gambling event frequency, motor response inhibition, arousal, and dissociative experience . journal Journal of Gambling Studies volume 37 , pages 241--268

    2021

  52. [60]

    , author Parke, A

    author Harris, A. , author Parke, A. , author Griffiths, M.D. , year 2018 . title The case for using personally relevant and emotionally stimulating gambling messages as a gambling harm-minimisation strategy . journal International Journal of Mental Health and Addiction volume...

    2018

  53. [61]

    , author Baxter, D

    author Hilbrecht, M. , author Baxter, D. , author Abbott, M. , author Binde, P. , author Clark, L. , author Hodgins, D.C. , author Manitowabi, D. , author Quilty, L. , author SpÅngberg, J. , author Volberg, R. , author Walker, D. , author Williams, R.J. , year 2020 . title The...

    2020

  54. [62]

    , author Russell, A.M

    author Hing, N. , author Russell, A.M. , author Browne, M. , year 2017 . title Risk factors for gambling problems on online electronic gaming machines, race betting and sports betting . journal Frontiers in Psychology volume 8 , pages 262938

    2017

  55. [63]

    , author Wortman Vaughan, J

    author Holstein, K. , author Wortman Vaughan, J. , author Daum \'e III, H. , author Dudik, M. , author Wallach, H. , year 2019 . title Improving fairness in machine learning systems: What do industry practitioners need? , in: booktitle Proceedings of the 2019 CHI conference on...

    2019

  56. [64]

    , author Auer, M

    author Hopfgartner, N. , author Auer, M. , author Helic, D. , author Griffiths, M.D. , year 2024 . title Using artificial intelligence algorithms to predict self-reported problem gambling among online casino gamblers from different countries using account-based player data . j...

    2024

  57. [65]

    , author Griffiths, M.D

    author Hubert, P. , author Griffiths, M.D. , year 2018 . title A comparison of online versus offline gambling harm in portuguese pathological gamblers: An empirical study . journal International journal of mental health and addiction volume 16 , pages 1219--1237

    2018

  58. [66]

    , author Probierz, B

    author Jach, T. , author Probierz, B. , author Kozak, J. , author Stefa \'n ski, P. , author Dziczkowski, G. , author Hrabia, A. , author Juszczuk, P. , author G owania, S. , author Wo ek, G. , author Sznapka, W. , et al., year 2024 . title Identification of users in a gamblin...

    2024

  59. [67]

    , author Est \'e vez, A

    author Jauregui, P. , author Est \'e vez, A. , author Urbiola, I. , year 2016 . title Pathological gambling and associated drug and alcohol abuse, emotion regulation, and anxious-depressive symptomatology . journal Journal of behavioral addictions volume 5 , pages 251--260

    2016

  60. [68]

    , author Costes, J.M

    author Kairouz, S. , author Costes, J.M. , author Murch, W.S. , author Doray-Demers, P. , author Carrier, C. , author Eroukmanoff, V. , year 2023 . title Enabling new strategies to prevent problematic online gambling: A machine learning approach for identifying at-risk online ...

    2023

  61. [69]

    , author Broman, N

    author Karlsson, J. , author Broman, N. , author Håkansson, A. , year 2019 . title Associations between problematic gambling, gaming, and internet use: A cross-sectional population survey . journal Journal of Addiction volume 2019 , pages 1464858 . https://doi.org/10.1155/2019...

    2019 doi

  62. [70]

    , author Park, J.H

    author Kim, C. , author Park, J.H. , author Lee, J.Y. , year 2024 . title Ai-based betting anomaly detection system to ensure fairness in sports and prevent illegal gambling . journal Scientific Reports volume 14 , pages 6470

    2024

  63. [71]

    , author Jiang, J.Y

    author Kim, S. , author Jiang, J.Y. , author Nakada, M. , author Han, J. , author Wang, W. , year 2020 . title Multimodal post attentive profiling for influencer marketing , in: booktitle Proceedings of The Web Conference 2020 , pp. pages 2878--2884

    2020

  64. [72]

    , author Vidgen, B

    author Kirk, H.R. , author Vidgen, B. , author R \"o ttger, P. , author Hale, S.A. , year 2024 . title The benefits, risks and bounds of personalizing the alignment of large language models to individuals . journal Nature Machine Intelligence , pages 1--10

    2024

  65. [73]

    , author Das, J.M

    author Kisling, L.A. , author Das, J.M. , year 2023 . title Prevention strategies , in: booktitle StatPearls [internet] . publisher StatPearls Publishing

    2023

  66. [74]

    , author Nam, A

    author Koenecke, A. , author Nam, A. , author Lake, E. , author Nudell, J. , author Quartey, M. , author Mengesha, Z. , author Toups, C. , author Rickford, J.R. , author Jurafsky, D. , author Goel, S. , year 2020 . title Racial disparities in automated speech recognition . jou...

    2020

  67. [75]

    , author Dwivedi, Y.K

    author Kshetri, N. , author Dwivedi, Y.K. , author Davenport, T.H. , author Panteli, N. , year 2024 . title Generative artificial intelligence in marketing: Applications, opportunities, challenges, and research agenda

    2024

  68. [76]

    , author Taylor, J.W

    author Kumar, A. , author Taylor, J.W. , year 2024 . title Feature importance in the age of explainable ai: Case study of detecting fake news & misinformation via a multi-modal framework . journal European Journal of Operational Research volume 317 , pages 401--413

    2024

  69. [77]

    , author Makhortykh, M

    author Kuznetsova, E. , author Makhortykh, M. , author Vziatysheva, V. , author Stolze, M. , author Baghumyan, A. , author Urman, A. , year 2025 . title In generative ai we trust: can chatbots effectively verify political information? journal Journal of Computational Social Sc...

    2025

  70. [78]

    , author Thorne, H

    author Langham, E. , author Thorne, H. , author Browne, M. , author Donaldson, P. , author Rose, J. , author Rockloff, M. , year 2016 . title Understanding gambling related harm: a proposed definition, conceptual framework, and taxonomy of harms . journal BMC Public Health volume 16

    2016

  71. [79]

    , author Imtiaz, S

    author Lasserre, A.M. , author Imtiaz, S. , author Roerecke, M. , author Heilig, M. , author Probst, C. , author Rehm, J. , year 2022 . title Socioeconomic status, alcohol use disorders, and depression: A population-based study . journal Journal of affective disorders volume 3...

    2022

  72. [80]

    , author Lintonen, T

    author Latvala, T. , author Lintonen, T. , author Konu, A. , year 2019 . title Public health effects of gambling--debate on a conceptual model . journal BMC public health volume 19 , pages 1--16

    2019

  73. [81]

    , author Lee, K.J

    author Lee, G.H. , author Lee, K.J. , author Jeong, B. , author Kim, T.K. , year 2024 . title Developing personalized marketing service using generative ai . journal IEEE Access

    2024

  74. [82]

    , author Zhang, R

    author Li, H. , author Zhang, R. , author Lee, Y.C. , author Kraut, R.E. , author Mohr, D.C. , year 2023 . title Systematic review and meta-analysis of ai-based conversational agents for promoting mental health and well-being . journal NPJ Digital Medicine volume 6 , pages 236

    2023

  75. [83]

    , author Schm \"a lzle, R

    author Lim, S. , author Schm \"a lzle, R. , year 2023 . title Artificial intelligence for health message generation: an empirical study using a large language model (llm) and prompt engineering . journal Frontiers in Communication volume 8 , pages 1129082

    2023

  76. [84]

    , author Okazaki, S

    author Liu-Thompkins, Y. , author Okazaki, S. , author Li, H. , year 2022 . title Artificial empathy in marketing interactions: Bridging the human-ai gap in affective and social customer experience . journal Journal of the Academy of Marketing Science volume 50 , pages 1198--1218

    2022

  77. [85]

    , author Vitale, E

    author Lupo, R. , author Vitale, E. , author Carriero, M.C. , author Calabr \`o , A. , author Imperiale, C. , author Ercolani, M. , author Filippini, A. , author Santoro, P. , author Carvello, M. , author Rizzo, E. , et al., year 2023 . title Gambling and internet addiction: a...

    2023

  78. [86]

    , author Mastroleo, N.R

    author Magill, M. , author Mastroleo, N.R. , author Martino, S. , year 2022 . title Technology-based methods for training counseling skills in behavioral health: A scoping review . journal Journal of technology in behavioral science volume 7 , pages 325--336

    2022

  79. [87]

    , author Davis, C.R

    author Maher, C.A. , author Davis, C.R. , author Curtis, R.G. , author Short, C.E. , author Murphy, K.J. , year 2020 . title A physical activity and diet program delivered by artificially intelligent virtual health coach: proof-of-concept study . journal JMIR mHealth and uHeal...

    2020

  80. [88]

    , author Ruohio, H

    author Marionneau, V. , author Ruohio, H. , author Karlsson, N. , year 2023 . title Gambling harm prevention and harm reduction in online environments: a call for action . journal Harm Reduction Journal volume 20

    2023

  81. [89]

    title Global online gambling market report 2023-2028

    author Market Research Report , year 2023 . title Global online gambling market report 2023-2028 . note Accessed from Market Research Report

    2023

  82. [90]

    , author Kloiber, S

    author Maslej, M.M. , author Kloiber, S. , author Ghassemi, M. , author Yu, J. , author Hill, S.L. , year 2023 . title Out with ai, in with the psychiatrist: a preference for human-derived clinical decision support in depression care . journal Translational Psychiatry volume 1...

    2023

  83. [91]

    , author Edson, T.C

    author McAuliffe, W.H. , author Edson, T.C. , author Louderback, E.R. , author LaRaja, A. , author LaPlante, D.A. , year 2021 . title Responsible product design to mitigate excessive gambling: A scoping review and z-curve analysis of replicability . journal Plos one volume 16 ...

    2021

  84. [92]

    , author Rothschild, J

    author Miles, M. , author Rothschild, J. , author Åkesson, G. , author A., H. , year 2023 . title Nationwide, multioperator self-exclusion and psychiatric comorbidity in patients with gambling disorder: A retrospective chart review study from a regional treatment unit . journa...

    2023

  85. [93]

    , author Wu, S

    author Mitchell, M. , author Wu, S. , author Zaldivar, A. , author Barnes, P. , author Vasserman, L. , author Hutchinson, B. , author Spitzer, E. , author Raji, I.D. , author Gebru, T. , year 2019 . title Model cards for model reporting , in: booktitle Proceedings of the confe...

    2019

  86. [94]

    , author Barcel \'o -Soler, A

    author Monreal-Bartolom \'e , A. , author Barcel \'o -Soler, A. , author Garc \' a-Campayo, J. , author Bartolom \'e -Moreno, C. , author Cort \'e s-Mont \'a vez, P. , author Acon, E. , author Huertes, M. , author Lacasa, V. , author Crespo, S. , author Lloret-Irles, D. , et a...

    2023

  87. [95]

    , author Banerjee, O

    author Moor, M. , author Banerjee, O. , author Abad, Z.S.H. , author Krumholz, H.M. , author Leskovec, J. , author Topol, E.J. , author Rajpurkar, P. , year 2023 . title Foundation models for generalist medical artificial intelligence . journal Nature volume 616 , pages 259--265

    2023

  88. [96]

    , author Kairouz, S

    author Murch, W.S. , author Kairouz, S. , author Dauphinais, S. , author Picard, E. , author Costes, J.M. , author French, M. , year 2023 . title Using machine learning to retrospectively predict self-reported gambling problems in quebec . journal Addiction volume 118 , pages ...

    2023

  89. [97]

    , author Kairouz, S

    author Murch, W.S. , author Kairouz, S. , author French, M. , year 2024 a. title Comparing ‘fair’machine learning models for detecting at-risk online gamblers . journal International Gambling Studies , pages 1--23

    2024

  90. [98]

    , author Kairouz, S

    author Murch, W.S. , author Kairouz, S. , author French, M. , year 2024 b. title Establishing the temporal stability of machine learning models that detect online gambling-related harms . journal Computers in Human Behavior Reports volume 14 , pages 100427

    2024

  91. [99]

    title Gambling trends among young adults in 2022

    author National Gambling Association , year 2022 . title Gambling trends among young adults in 2022

    2022

  92. [100]

    , author Pillai, A

    author Nepal, S. , author Pillai, A. , author Campbell, W. , author Massachi, T. , author Heinz, M.V. , author Kunwar, A. , author Choi, E.S. , author Xu, X. , author Kuc, J. , author Huckins, J.F. , et al., year 2024 . title Mindscape study: Integrating llm and behavioral sen...

    2024

  93. [101]

    , author Shao, H

    author Nie, J. , author Shao, H. , author Fan, Y. , author Shao, Q. , author You, H. , author Preindl, M. , author Jiang, X. , year 2024 . title Llm-based conversational ai therapist for daily functioning screening and psychotherapeutic intervention via everyday smart devices ...

    2024 arXiv

  94. [102]

    , year 2022

    author Nixon, G. , year 2022 . title Ontario's gaming regulator to ban athletes, celebrities from online gambling ads . howpublished https://www.cbc.ca/news/business/ontario-online-gaming-advertising-changes-1.6952738 . note Accessed: 2023-06-17

    2022

  95. [103]

    , author Delgadillo, J

    author Nye, A. , author Delgadillo, J. , author Barkham, M. , year 2023 . title Efficacy of personalized psychological interventions: A systematic review and meta-analysis. journal Journal of Consulting and Clinical Psychology volume 91 , pages 389

    2023

  96. [104]

    , author Khalsa, S.S

    author Obradovich, N. , author Khalsa, S.S. , author Khan, W.U. , author Suh, J. , author Perlis, R.H. , author Ajilore, O. , author Paulus, M.P. , year 2024 . title Opportunities and risks of large language models in psychiatry . journal NPP—Digital Psychiatry and Neuroscienc...

    2024

  97. [105]

    , author Hayer, T

    author Olason, D.T. , author Hayer, T. , author Meyer, G. , author Brosowski, T. , year 2017 . title Economic recession affects gambling participation but not problematic gambling: Results from a population-based follow-up study . journal Frontiers in Psychology volume 8 , pag...

    2017

  98. [106]

    , author Wada, O.J

    author Olawade, D.B. , author Wada, O.J. , author David-Olawade, A.C. , author Kunonga, E. , author Abaire, O. , author Ling, J. , year 2023 . title Using artificial intelligence to improve public health: a narrative review . journal Frontiers in Public Health volume 11 , page...

    2023

  99. [107]

    , author O'Brien, S

    author Park, J.S. , author O'Brien, S. , author Cai, C.J. , author Morris, M. , author Liang, P. , author Bernstein, M. , year 2023 . title Generative agents: Interactive simulacra of human behavior . journal Proceedings of the ACM on Human-Computer Interaction volume 7 , pages 1--36

    2023

  100. [108]

    , author Goldstein, S

    author Park, P.S. , author Goldstein, S. , author O’Gara, A. , author Chen, M. , author Hendrycks, D. , year 2024 . title Ai deception: A survey of examples, risks, and potential solutions . journal Patterns volume 5

    2024

  101. [109]

    , author Gonzalez, J

    author Patterson, D. , author Gonzalez, J. , author H \"o lzle, U. , author Le, Q. , author Liang, C. , author Munguia, L.M. , author Rothchild, D. , author So, D.R. , author Texier, M. , author Dean, J. , year 2022 . title The carbon footprint of machine learning training wil...

    2022

  102. [110]

    , author Fran c a, M

    author Percy, C. , author Fran c a, M. , author Dragi c evi \'c , S. , author d’Avila Garcez, A. , year 2016 a. title Predicting online gambling self-exclusion: An analysis of the performance of supervised machine learning models . journal International Gambling Studies volume...

    2016

  103. [111]

    , author d'Avila Garcez, A.S

    author Percy, C. , author d'Avila Garcez, A.S. , author Dragi c evi \'c , S. , author Fran c a, M.V. , author Slabaugh, G. , author Weyde, T. , year 2016 b. title The need for knowledge extraction: Understanding harmful gambling behavior with neural networks , in: booktitle EC...

    2016

  104. [112]

    , author Garcez, A.S.d

    author Percy, C. , author Garcez, A.S.d. , author Dragicevic, S. , author Sarkar, S. , year 2020 . title Lessons learned from problem gambling classification: Indirect discrimination and algorithmic fairness. , in: booktitle AI4SG@ AAAI Fall Symposium

    2020

  105. [113]

    , author Fallacara, E

    author Peres, F. , author Fallacara, E. , author Manzoni, L. , author Castelli, M. , author Popovi c , A. , author Rodrigues, M. , author Estevens, P. , year 2021 . title Time series clustering of online gambling activities for addicted users’ detection . journal Applied Scien...

    2021

  106. [114]

    , author Hardouin, J.B

    author Perrot, B. , author Hardouin, J.B. , author Thiabaud, E. , author Saillard, A. , author Grall-Bronnec, M. , author Challet-Bouju, G. , year 2022 . title Development and validation of a prediction model for online gambling problems based on players' account data . journa...

    2022

  107. [115]

    , author Zajac, K

    author Petry, N.M. , author Zajac, K. , author Ginley, M. , author Lemmens, J. , author Rumpf, H.J. , author Ko, C.H. , author Rehbein, F. , year 2018 . title Policy and prevention efforts for gaming should consider a broad perspective: Commentary on: Policy responses to probl...

    2018

  108. [116]

    , author Testa, G

    author Pettorruso, M. , author Testa, G. , author Granero, R. , author Martinotti, G. , author d'Andrea, G. , author di Giannantonio, M. , author Fern \'a ndez-Aranda, F. , author Mena-Moreno, T. , author G \'o mez-Pe \ n a, M. , author Moragas, L. , et al., year 2021 . title ...

    2021

  109. [117]

    , author McCarthy, S

    author Pitt, H. , author McCarthy, S. , author Randle, M. , author Daube, M. , author Thomas, S.L. , year 2024 . title Young people’s views about the use of celebrities and social media influencers in gambling marketing . journal Health Promotion International volume 39 , page...

    2024

  110. [118]

    , author Sofuoglu, M

    author Potenza, M.N. , author Sofuoglu, M. , author Carroll, K.M. , author Rounsaville, B.J. , year 2011 . title Neuroscience of behavioral and pharmacological treatments for addictions . journal Neuron volume 69 , pages 695--712

    2011

  111. [119]

    , author Cohen, I.G

    author Price, W.N. , author Cohen, I.G. , year 2019 . title Privacy in the age of medical big data . journal Nature medicine volume 25 , pages 37--43

    2019

  112. [120]

    , author Montag, C

    author Raneri, P.C. , author Montag, C. , author Rozgonjuk, D. , author Satel, J. , author Pontes, H.M. , year 2022 . title The role of microtransactions in internet gaming disorder and gambling disorder: a preregistered systematic review . journal Addictive Behaviors Reports ...

    2022

  113. [121]

    , author Wardle, H

    author Reith, G. , author Wardle, H. , year 2022 . title The framing of gambling and the commercial determinants of harm: Challenges for regulation in the uk , in: booktitle The global gambling industry: Structures, tactics, and networks of impact . publisher Springer , pp. pa...

    2022

  114. [122]

    , author La Rosa, V.L

    author Rizzo, A. , author La Rosa, V.L. , author Commodari, E. , author Alparone, D. , author Crescenzo, P. , author Y ld r m, M. , author Chirico, F. , year 2023 . title Wanna bet? investigating the factors related to adolescent and young adult gambling . journal European Jou...

    2023

  115. [123]

    , year 2022

    author Rodda, S.N. , year 2022 . title A systematic review of internet delivered interventions for gambling: Prevention, harm reduction and early intervention . journal Journal of Gambling Studies volume 38 , pages 967--991

    2022

  116. [124]

    , year 2021

    author Rodgers, S. , year 2021 . title Themed issue introduction: Promises and perils of artificial intelligence and advertising

    2021

  117. [125]

    , author Browne, M

    author Russell, A.M.T. , author Browne, M. , author Hing, N. , author Rockloff, M. , author Newall, P. , author Dowling, N.A. , author Merkouris, S. , author King, D.L. , author Stevens, M. , author Salonen, A.H. , author Breen, H. , author Greer, N. , author Thorne, H.B. , au...

    2023

  118. [126]

    , year 2024

    author Sahota, N. , year 2024 . title The game changer: How ai is transforming the world of sports gambling . journal Forbes https://tinyurl.com/2s3b479s

    2024

  119. [127]

    , author Bak \'o , B

    author S \'a ndor, M.C. , author Bak \'o , B. , year 2024 . title Unmasking risky habits: Identifying and predicting problem gamblers through machine learning techniques . journal Journal of Gambling Studies , pages 1--11

    2024

  120. [128]

    , author Hemphill, S.A

    author Scholes-Balog, K.E. , author Hemphill, S.A. , year 2012 . title Relationships between online gambling, mental health, and substance use: a review . journal Cyberpsychology, Behavior, and Social Networking volume 15 , pages 688--692

    2012

  121. [129]

    , author McKay, I

    author Sezgin, E. , author McKay, I. , year 2024 . title Behavioral health and generative ai: a perspective on future of therapies and patient care . journal npj Mental Health Research volume 3 , pages 25

    2024

  122. [130]

    , author McDonell, K

    author Shanahan, M. , author McDonell, K. , author Reynolds, L. , year 2023 . title Role play with large language models . journal Nature volume 623 , pages 493--498

    2023

  123. [131]

    , author Read, J

    author Shao, R. , author Read, J. , author Behrens, T. , author Rogers, R. , year 2013 . title Shifts in reinforcement signalling while playing slot-machines as a function of prior experience and impulsivity . journal Translational psychiatry volume 3 , pages e213--e213

    2013

  124. [132]

    , author Murphy, R

    author Sharman, S. , author Murphy, R. , author Turner, J. , author Roberts, A. , year 2019 . title Psychosocial correlates in treatment seeking gamblers: Differences in early age onset gamblers vs later age onset gamblers . journal Addictive Behaviors volume 97 , pages 20--26

    2019

  125. [133]

    , author Li, Z

    author Shen, H. , author Li, Z. , author Yang, M. , author Ni, M. , author Tao, Y. , author Yu, Z. , author Zheng, W. , author Xu, C. , author Hu, B. , year 2024 . title Are large language models possible to conduct cognitive behavioral therapy? journal arXiv preprint arXiv:2407.17730

    2024 arXiv

  126. [134]

    , author Cooper, H

    author Shumanov, M. , author Cooper, H. , author Ewing, M. , year 2022 . title Using ai predicted personality to enhance advertising effectiveness . journal European Journal of Marketing volume 56 , pages 1590--1609

    2022

  127. [135]

    , author Wöhr, A

    author Singer, J. , author Wöhr, A. , author Otterbach, S. , year 2024 . title Gambling operators’ use of advertising strategies on social media and their effects: A systematic review . journal Current Addiction Reports , pages 1--10

    2024

  128. [136]

    , author Peters, J

    author Smith, E. , author Peters, J. , author Reiter, N. , year 2024 . title Automatic detection of problem-gambling signs from online texts using large language models . journal PLOS Digital Health volume 3 , pages e0000605

    2024

  129. [137]

    , author Doe, J

    author Smith, J. , author Doe, J. , year 2022 . title The economic cost of gambling problems in the united states . journal Journal of Gambling Studies volume 38 , pages 123--145

    2022

  130. [138]

    , author Stirman, S.W

    author Stade, E.C. , author Stirman, S.W. , author Ungar, L.H. , author Boland, C.L. , author Schwartz, H.A. , author Yaden, D.B. , author Sedoc, J. , author DeRubeis, R.J. , author Willer, R. , author Eichstaedt, J.C. , year 2024 . title Large language models could change the...

    2024

  131. [139]

    , author Nouraei, F

    author Steenstra, I. , author Nouraei, F. , author Arjmand, M. , author Bickmore, T. , year 2024 . title Virtual agents for alcohol use counseling: Exploring llm-powered motivational interviewing , in: booktitle Proceedings of the ACM International Conference on Intelligent Vi...

    2024

  132. [140]

    , author Yang, Z

    author Subramanian, A. , author Yang, Z. , author Azimi, I. , author Rahmani, A.M. , year 2024 . title Graph-augmented llms for personalized health insights: A case study in sleep analysis , in: booktitle 2024 IEEE 20th International Conference on Body Sensor Networks (BSN) , ...

    2024

  133. [141]

    , author Yao, S

    author Sumers, T.R. , author Yao, S. , author Narasimhan, K. , author Griffiths, T.L. , year 2023 . title Cognitive architectures for language agents . journal arXiv preprint arXiv:2309.02427

    2023 arXiv

  134. [142]

    , author Hodgins, D

    author Suurvali, H. , author Hodgins, D. , author Toneatto, T. , author Cunningham, J. , year 2008 . title Treatment seeking among ontario problem gamblers: Results of a population survey . journal Psychiatric services volume 59 , pages 1343--1346

    2008

  135. [143]

    , author Hing, N

    author Tulloch, C. , author Hing, N. , author Browne, M. , author Rockloff, M. , author Hilbrecht, M. , year 2021 . title The effect of gambling problems on the subjective wellbeing of gamblers’ family and friends: Evidence from large-scale population research in australia and...

    2021

  136. [144]

    , author Elton-Marshall, T

    author Turner, N.E. , author Elton-Marshall, T. , author Shi, J. , author Wiebe, J. , author Boak, A. , author van der Maas, M. , author Mann, R.E. , year 2018 . title Cross validation of the gambling problem severity subscale of the canadian adolescent gambling index (cagi/gp...

    2018

  137. [145]

    , author Sinclair, L

    author Turner, N.E. , author Sinclair, L. , author Matheson, F.I. , year 2023 . title Brief report: The rise of online betting in ontario . journal Journal of Gambling Studies , pages 1--11

    2023

  138. [146]

    , author Akerlof, K

    author Tyler, C. , author Akerlof, K. , author Allegra, A. , author Arnold, Z. , author Canino, H. , author Doornenbal, M.A. , author Goldstein, J.A. , author Budtz Pedersen, D. , author Sutherland, W.J. , year 2023 . title Ai tools as science policy advisers? the potential an...

    2023

  139. [147]

    , author Ulrichsen, S.P

    author Vestergaard, S.V. , author Ulrichsen, S.P. , author Dahl, C.M. , author Marcussen, T. , author Christiansen, C.F. , year 2023 . title Comorbidity, criminality, and costs of patients treated for gambling disorder in denmark . journal Journal of Gambling Studies volume 39...

    2023 doi

  140. [148]

    , author Yang, Z

    author Wang, Y. , author Yang, Z. , author Xin, Z. , year 2023 a. title Characteristics of chinese lottery consumers' financial literacy and its relationship with problem lottery gambling . journal Journal of Gambling Studies

    2023

  141. [149]

    , author Peng, Z

    author Wang, Z.M. , author Peng, Z. , author Que, H. , author Liu, J. , author Zhou, W. , author Wu, Y. , author Guo, H. , author Gan, R. , author Ni, Z. , author Yang, J. , et al., year 2023 b. title Rolellm: Benchmarking, eliciting, and enhancing role-playing abilities of la...

    2023 arXiv

  142. [150]

    , author Tazbaz, T

    author Warraich, H.J. , author Tazbaz, T. , author Califf, R.M. , year 2024 . title Fda perspective on the regulation of artificial intelligence in health care and biomedicine . journal JAMA

    2024

  143. [151]

    , author Mellor, J

    author Weidinger, L. , author Mellor, J. , author Rauh, M. , author Griffin, C. , author Uesato, J. , author Huang, P.S. , author Cheng, M. , author Glaese, M. , author Balle, B. , author Kasirzadeh, A. , et al., year 2021 . title Ethical and social risks of harm from language...

    2021 arXiv

  144. [152]

    , author Leonard, C.A

    author Williams, R.J. , author Leonard, C.A. , author Belanger, Y.D. , author Christensen, D.R. , author El-Guebaly, N. , author Hodgins, D.C. , author McGrath, D.S. , author Nicoll, F. , author Smith, G.J. , author Stevens, R.M. , year 2021 . title Predictors of gambling and ...

    2021

  145. [153]

    , author Shaw, C.A

    author Williams, R.J. , author Shaw, C.A. , author Belanger, Y.D. , author Christensen, D.R. , author el Guebaly, N. , author Hodgins, D.C. , author McGrath, D.S. , author Stevens, R.M.G. , year 2023 . title Etiology of problem gambling in canada . journal Psychology of Addict...

    2023

  146. [154]

    title Icd-10 version

    author World Health Organization , year 2016 . title Icd-10 version . https://icd.who.int/browse10/2016/en#/F63.0. note published 2016. [Google Scholar]

    2016

  147. [155]

    title Gambling and public health: Who global report

    author World Health Organization , year 2019 . title Gambling and public health: Who global report . note World Health Organization

    2019

  148. [156]

    , author Sescousse, G

    author Wu, Y. , author Sescousse, G. , author Yu, H. , author Clark, L. , author Li, H. , year 2018 . title Cognitive distortions and gambling near-misses in internet gaming disorder: A preliminary study . journal PLoS One volume 13 , pages e0191110 . https://doi.org/10.1371/j...

    2018 doi

  149. [157]

    , author Pan, S

    author Wu, Z. , author Pan, S. , author Chen, F. , author Long, G. , author Zhang, C. , author Philip, S.Y. , year 2020 . title A comprehensive survey on graph neural networks . journal IEEE transactions on neural networks and learning systems volume 32 , pages 4--24

    2020

  150. [158]

    , author Chen, W

    author Xi, Z. , author Chen, W. , author Guo, X. , author He, W. , author Ding, Y. , author Hong, B. , author Zhang, M. , author Wang, J. , author Jin, S. , author Zhou, E. , et al., year 2023 . title The rise and potential of large language model based agents: A survey . jour...

    2023 arXiv

  151. [159]

    , author Zhang, Z

    author Yang, L. , author Zhang, Z. , author Song, Y. , author Hong, S. , author Xu, R. , author Zhao, Y. , author Zhang, W. , author Cui, B. , author Yang, M.H. , year 2023 . title Diffusion models: A comprehensive survey of methods and applications . journal ACM Computing Sur...

    2023

  152. [160]

    , author Khatibi, E

    author Yang, Z. , author Khatibi, E. , author Nagesh, N. , author Abbasian, M. , author Azimi, I. , author Jain, R. , author Rahmani, A.M. , year 2024 . title Chatdiet: Empowering personalized nutrition-oriented food recommender chatbots through an llm-augmented framework . jo...

    2024

  153. [161]

    , author Potenza, M.N

    author Yau, Y.H. , author Potenza, M.N. , year 2015 . title Gambling disorder and other behavioral addictions: recognition and treatment . journal Harvard Review of Psychiatry volume 23 , pages 134--146

    2015

  154. [162]

    , author Shen, J

    author Zhang, L. , author Shen, J. , author Zhang, J. , author Xu, J. , author Li, Z. , author Yao, Y. , author Yu, L. , year 2021 . title Multimodal marketing intent analysis for effective targeted advertising . journal IEEE Transactions on Multimedia volume 24 , pages 1830--1843

    2021

  155. [163]

    , author Chen, J

    author Zhu, D. , author Chen, J. , author Shen, X. , author Li, X. , author Elhoseiny, M. , year 2023 . title Minigpt-4: Enhancing vision-language understanding with advanced large language models . journal arXiv preprint arXiv:2304.10592

    2023 arXiv

  156. [164]

    , author Jiang, A.A

    author Zuo, X. , author Jiang, A.A. , author Zhou, K. , year 2024 . title Reinforcement prompting for financial synthetic data generation . journal The Journal of Finance and Data Science volume 10 , pages 100137

    2024

Pith tools

Reviewed August 10, 2026 · model on record in the stance chip above.