Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T12:48:08.595983Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 0 inbound Pith citation observations for arXiv:2412.13846.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T12:48:08.595983Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
74 of 74 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c56f8267-2f07-4332-98ec-f6496d2a31ea · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Zhou and F
Reference 1
Source-reported events for the cited work
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Observation 40d030ac-8086-46b6-948f-08dbf62a195e · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Software engineering for ai-based systems: A survey,
Reference 2
Source-reported events for the cited work
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Observation e0a09b70-a37d-4083-a324-bd1f28593260 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Comparative analysis of image clas- sification algorithms based on traditional machine learning and deep learning,
Reference 3
Source-reported events for the cited work
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Observation bf39099f-c8e5-4a35-8806-111cf180927d · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A survey on theories and applications for self-driving cars based on deep learning methods,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3efcbf0b-c479-4841-9c0d-e5f2a9ba35ad · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Can an algorithm hire better than a human,
Reference 5
Source-reported events for the cited work
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Observation 2e9f9fd0-ffae-4e80-9b08-e4f73867f79f · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The algorithm that beats your bank manager,
Reference 6
Source-reported events for the cited work
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Observation 78554684-7a3b-402a-9744-110de9b047f4 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A survey on bias and fairness in machine learning,
Reference 7
Source-reported events for the cited work
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Observation 02e8d7e7-7b49-412e-bf4e-d08cc923d522 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Bias and unfairness in machine learning models: a systematic review on datasets, tools, fairness metrics, and identification and mitigation methods,
Reference 8
Source-reported events for the cited work
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Observation bf1b1f27-98bc-4917-8022-5c3962f824ba · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A review on fairness in machine learning,
Reference 9
Source-reported events for the cited work
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Observation ac13a5f5-6eac-4307-a810-e1acb215a83c · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Machine learning, ethics and law,
Reference 10
Source-reported events for the cited work
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Observation a18c6196-2771-4ca4-8e7b-a328ee21d54e · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Software fairness,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9bd85e84-83f9-4966-bbc8-7476c9fafe4b · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Facebook apologizes after a.i. puts ’primates’ label on video of black men,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 56571b98-557f-47fe-a524-420b73645c51 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? ’gay writing’ falls foul of amazon sales ranking system,
Reference 13
Source-reported events for the cited work
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Observation 3678ba09-784e-479a-b95a-4d7d2887ba04 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Ai ethics issues in real world: Evidence from ai incident database,
Reference 14
Source-reported events for the cited work
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Observation 0781d365-71f1-4f05-88d4-d472b13af668 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Bias mitigation for machine learning classifiers: A comprehensive survey,
Reference 15
Source-reported events for the cited work
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Observation cfaf46d3-0460-4f46-912e-584d8117cbbd · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Ai fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2aab56df-2785-45f0-87ff-3cdc26712b9b · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairlearn,
Reference 17
Source-reported events for the cited work
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Observation 3b6bb37f-ef96-47d7-8b58-11aa8c20c405 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Exploring how machine learning practitioners (try to) use fairness toolkits,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66bb9ee1-f8c6-480a-be6c-bb3d857ef312 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The landscape and gaps in open source fairness toolkits,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec02b553-455b-4ebf-9f45-e4529a39510a · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Investigating the Role of Cultural Values in Adopting Large Language Models for Software Engineering
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12442b1f-de07-44e0-ad78-c90f760d6807 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The extended unified theory of acceptance and use of technology (utaut2): A systematic literature review and theory evaluation,
Reference 21
Source-reported events for the cited work
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Observation 63216e5a-dcaf-4f8b-9e0f-c8f24a0c0ac3 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Where responsible ai meets reality: Practitioner perspectives on enablers for shifting organizational practices,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fec466e2-9edd-4ae5-95c8-58b89fb4aa49 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology,
Reference 23
Source-reported events for the cited work
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Observation 2968b761-580e-4042-997e-6d234492f43f · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A primer on partial least squares structural equation modeling (pls-sem),
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fc1de89-4b76-4d61-9ca5-f49e3c734d22 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness per- ceptions of algorithmic decision-making: A systematic review of the empirical literature,
Reference 25
Source-reported events for the cited work
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Observation 71083515-3f5f-4648-809a-74d0cc7c7732 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness definitions explained,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f6f8e577-5371-4edc-8b00-b1aa4917dc33 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fair enough: Searching for sufficient measures of fairness,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14a6856c-3146-47ea-831a-43d21dd62f3d · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Data augmentation for discrimination prevention and bias disambiguation,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 625d2412-0426-4d4e-9adb-f10fecbf0d04 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Optimized pre-processing for discrimination prevention,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 54669ba4-e7f2-45d9-9eaa-a63e964d752d · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Bias in machine learning software: why? how? what to do?
Reference 30
Source-reported events for the cited work
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Observation da1152ce-b099-4479-aeb0-743374531dde · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Mitigating unwanted biases with adversarial learning,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c030acd-7668-4442-9a97-5612f85facd8 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness-aware classifier with prejudice remover regularizer,
Reference 32
Source-reported events for the cited work
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Observation 47124cd4-08b3-4a87-9a7c-c1065123eb9b · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Unresolved cited work
Reference 33
Source-reported events for the cited work
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Observation 62e6168e-0490-44c4-8564-e97d095ecf3e · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Data preprocessing techniques for classi- fication without discrimination,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acae2e3e-4c85-4351-9a84-da492202e3bd · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairway: a way to build fair ml software,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 22fdb8c7-3022-4784-8a52-25d7118d86bf · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness testing: testing software for discrimination,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5b218d6-6320-4fe6-897a-52159461f3f4 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Automated directed fairness testing,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f0b41c2-4189-4d81-98a0-e3e40d70f9c7 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness improvement with multiple protected attributes: How far are we?
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9736b8b-ab90-4f22-b021-0cb4b8c227dc · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Refair: Toward a context-aware recommender for fairness requirements engineering,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b7eeaa27-a6a2-4034-b556-13a84769cc4e · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness-aware machine learning engineering: how far are we?
Reference 40
Source-reported events for the cited work
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Observation 72baba00-cb3c-4e69-8f5e-ed65e813fcfe · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Lift: A scalable framework for measuring fairness in ml applications,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 231ee24d-2d3f-4298-b806-aa95fdf3a2a6 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? “ignorance and prejudice
Reference 42
Source-reported events for the cited work
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Observation 4ca57c2c-938d-424a-8788-723dd41c266f · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Understanding Fairness in Software Engineering: Insights from Stack Exchange
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d37c44ef-ba45-4ac6-a7bb-ad9d4e59bc49 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A Catalog of Fairness-Aware Practices in Machine Learning Engineering
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9f0b9d1-c119-4136-9638-0ddc78b5a9b1 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness-aware practices from developers’ perspective: A survey,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1099f5a4-f3ba-4a7e-aae8-cc9f8d96c937 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? “fairness toolkits, a checkbox culture?
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afa9ee37-ea12-4104-95d4-90b078ef70f2 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The what-if tool: Interactive probing of machine learning models,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2ee15062-c022-426e-be52-dc35f6df27b7 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? scikit-fairness,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 563d2e11-6c38-46d8-bd05-0eec9cb72306 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Improving fairness in machine learning systems: What do industry practitioners need?
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9c7e6c53-217f-45c3-9ab7-9ad3e34d4185 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Why don’t men ever stop to ask for directions? gender, social influence, and their role in technology acceptance and usage behavior,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 968fac45-1fad-4c09-9c69-b57ae637a7de · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? User acceptance of information technology: Toward a unified view,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 531cb591-6e6a-45ed-9cce-0fbe3f88fa8b · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The unified theory of acceptance and use of technology: A new approach in technology acceptance,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6e527441-70e5-493e-8308-372727504b73 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Technology acceptance model,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7c41abf-b44a-4373-9158-01a5e548b871 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Online appendix,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2a7230f4-b051-4d83-a806-3d4c668483eb · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Ethical perceptions of ai in hiring and organizational trust: The role of performance expectancy and social influence,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2110bff2-f1fd-4e68-9945-1c497c5e6a60 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Oneto and S
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a7fabc07-7a66-4b79-9c76-fece0cdfd644 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Perceived usefulness, perceived ease of use, and user acceptance of information technology,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f4410771-e0d6-437b-ac34-17eda219e787 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? User acceptance of hedonic information systems,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b482a06c-a8ad-49c7-9ead-f9a7df0f655b · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Statistical power analyses using g* power 3.1: Tests for correlation and regression analyses,
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da95c1e3-9870-4f54-a556-53f3cbd5bdf0 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Personal opinion surveys,
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69e0a69d-dcd3-4287-aabd-5def808a6f65 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Conducting research on the internet:: Online survey design, development and implementation guidelines,
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91adcf3e-daa8-47bb-af11-9a7c16303c72 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Pls-sem for software engineering research: An introduction and survey,
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 469f9850-efb4-4964-9a66-397aa6d4a7e6 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Do you really code? designing and evaluating screening questions for online surveys with programmers,
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 917947b8-2dad-48c1-8dc6-622abda38e00 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Empirical standards for software engineering research,
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ed7c9d2-f86c-427d-8887-815d9abfb9de · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Ethical issues in software engineering research: a survey of current practice,
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c218f9f3-e2d8-45ee-ae80-3b5605cad791 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Smartpls 4,
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0cd3bc9-2b24-4f9e-a5c2-cf70120f8f84 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The partial least squares approach to structural equation modeling,
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69f68e74-ca48-4521-8ede-de68dd539e46 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A new criterion for assessing discriminant validity in variance-based structural equation modeling,
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aaa9ea02-5b6f-4f5d-9200-25292842ac25 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The elephant in the room: Predictive performance of pls models,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9e96f11f-03b7-4074-b499-e2a7e875559f · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? On the value rel- evance of customer satisfaction. multiple drivers and multiple markets,
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b9d8f33-a39b-4eb9-af8f-40a84bf8715b · outbound
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Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 014741e3-c362-4f21-8d5e-910a78674272 · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Predictive model assessment in pls- sem: guidelines for using plspredict,
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c3ebb48c-e653-4de0-90c7-159c432e3d8f · outbound
From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Wohlin, P
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c22872d-76d3-4d16-9dcc-e1adf9f8a706 · outbound
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Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.