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Paper Citation Record · LEDGER

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits?

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.

pith.paper-citation-record.v1
2412.13846 v2

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:48:08.595983Z

measured 74 of 74 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

74 of 74 outbound references displayed

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  • verified fuzzy36
  • unresolved36
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c56f8267-2f07-4332-98ec-f6496d2a31ea · outbound

This paper cites Zhou and F.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Zhou and F

Reference 1

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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.

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Observation 40d030ac-8086-46b6-948f-08dbf62a195e · outbound

This paper cites Software engineering for ai-based systems: A survey,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Software engineering for ai-based systems: A survey,

Reference 2

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source=pdf_text observed=2026-08-11T12:48:08.112937Z digest=sha256:8ad5117ef16a1530515f505d84df49919a73b2e865c58a5af95c3377e6e17235

Observation e0a09b70-a37d-4083-a324-bd1f28593260 · outbound

This paper cites Comparative analysis of image clas- sification algorithms based on traditional machine learning and deep learning,.

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation bf39099f-c8e5-4a35-8806-111cf180927d · outbound

This paper cites A survey on theories and applications for self-driving cars based on deep learning methods,.

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

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source=pdf_text observed=2026-08-11T12:48:08.127528Z digest=sha256:a8cea76167a1ef4dda4f2553cc630431d3d7a9c1810c6df73005f1cf009bdc68

Observation 3efcbf0b-c479-4841-9c0d-e5f2a9ba35ad · outbound

This paper cites Can an algorithm hire better than a human,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Can an algorithm hire better than a human,

Reference 5

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:48:08.135159Z digest=sha256:30c9f3153560fa3a9a4cfec7b78df7ee98f0ec72ff7480ddb29710db2364d7c9

Observation 2e9f9fd0-ffae-4e80-9b08-e4f73867f79f · outbound

This paper cites The algorithm that beats your bank manager,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The algorithm that beats your bank manager,

Reference 6

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:48:08.146900Z digest=sha256:4679a5860c233ae85032aa8fc45d6c00eded9165a39ba3cc649285c24bdfe66f

Observation 78554684-7a3b-402a-9744-110de9b047f4 · outbound

This paper cites A survey on bias and fairness in machine learning,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A survey on bias and fairness in machine learning,

Reference 7

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source=pdf_text observed=2026-08-11T12:48:08.153661Z digest=sha256:c97f8c92f142a2f58969cb518124c9a4dc2755f35c152f8024321cba4ac9444b

Observation 02e8d7e7-7b49-412e-bf4e-d08cc923d522 · outbound

This paper cites Bias and unfairness in machine learning models: a systematic review on datasets, tools, fairness metrics, and identification and mitigation methods,.

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

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source=pdf_text observed=2026-08-11T12:48:08.159604Z digest=sha256:3b2f9def5d1c15e3f0cf94967233de0483a2fa8f5c1c101b472831a8fd33d8c4

Observation bf1b1f27-98bc-4917-8022-5c3962f824ba · outbound

This paper cites A review on fairness in machine learning,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A review on fairness in machine learning,

Reference 9

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source=pdf_text observed=2026-08-11T12:48:08.165604Z digest=sha256:331525b7122eeae7b6bb5d9e93b3131ebc5cc852a63da7c843090e60ea1e4128

Observation ac13a5f5-6eac-4307-a810-e1acb215a83c · outbound

This paper cites Machine learning, ethics and law,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Machine learning, ethics and law,

Reference 10

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:48:08.172030Z digest=sha256:7ec89b7ed2711f175e3b02f914e8ba4150ca3498923e10d8c48f6f1ed58d8ec2

Observation a18c6196-2771-4ca4-8e7b-a328ee21d54e · outbound

This paper cites Software fairness,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Software fairness,

Reference 11

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source=pdf_text observed=2026-08-11T12:48:08.181078Z digest=sha256:e436cbdc4d49761929d23061024e6edf7b469208fc3e118031440dcafc13f1e4

Observation 9bd85e84-83f9-4966-bbc8-7476c9fafe4b · outbound

This paper cites Facebook apologizes after a.i. puts ’primates’ label on video of black men,.

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

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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.

source=pdf_text observed=2026-08-11T12:48:08.188311Z digest=sha256:6146ab43faf0054f24ebee095d53f70503fa8dcd68c8126c6ab073a401992731

Observation 56571b98-557f-47fe-a524-420b73645c51 · outbound

This paper cites ’gay writing’ falls foul of amazon sales ranking system,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? ’gay writing’ falls foul of amazon sales ranking system,

Reference 13

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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.

source=pdf_text observed=2026-08-11T12:48:08.194837Z digest=sha256:11b519129fde7fa3e815268cd02e8c14b3ff4b1f340c354cebe5b02f0c9babad

Observation 3678ba09-784e-479a-b95a-4d7d2887ba04 · outbound

This paper cites Ai ethics issues in real world: Evidence from ai incident database,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Ai ethics issues in real world: Evidence from ai incident database,

Reference 14

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source=pdf_text observed=2026-08-11T12:48:08.200522Z digest=sha256:18b73338c64b64657dd77288f7b105a56382265a1057826fb960a51de49f03b2

Observation 0781d365-71f1-4f05-88d4-d472b13af668 · outbound

This paper cites Bias mitigation for machine learning classifiers: A comprehensive survey,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Bias mitigation for machine learning classifiers: A comprehensive survey,

Reference 15

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T12:48:08.205969Z digest=sha256:b8f4d230ccab0876aa2941dc1c556f4a387e23ece9762a48aa295135619e0881

Observation cfaf46d3-0460-4f46-912e-584d8117cbbd · outbound

This paper cites Ai fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias,.

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

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source=pdf_text observed=2026-08-11T12:48:08.211583Z digest=sha256:ea1b209721ea875a424e6f7ef197b840a792c2d9564e158bd588f5aedd2a47a4

Observation 2aab56df-2785-45f0-87ff-3cdc26712b9b · outbound

This paper cites Fairlearn,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairlearn,

Reference 17

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 3b6bb37f-ef96-47d7-8b58-11aa8c20c405 · outbound

This paper cites Exploring how machine learning practitioners (try to) use fairness toolkits,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Exploring how machine learning practitioners (try to) use fairness toolkits,

Reference 18

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Observation 66bb9ee1-f8c6-480a-be6c-bb3d857ef312 · outbound

This paper cites The landscape and gaps in open source fairness toolkits,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The landscape and gaps in open source fairness toolkits,

Reference 19

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source=pdf_text observed=2026-08-11T12:48:08.229395Z digest=sha256:68bd372bcaf6ed72148fd99ecb56ecdc90d74d86d932a03dfa004870df420755

Observation ec02b553-455b-4ebf-9f45-e4529a39510a · outbound

This paper cites Investigating the Role of Cultural Values in Adopting Large Language Models for Software Engineering.

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

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Observation 12442b1f-de07-44e0-ad78-c90f760d6807 · outbound

This paper cites The extended unified theory of acceptance and use of technology (utaut2): A systematic literature review and theory evaluation,.

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 63216e5a-dcaf-4f8b-9e0f-c8f24a0c0ac3 · outbound

This paper cites Where responsible ai meets reality: Practitioner perspectives on enablers for shifting organizational practices,.

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

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Observation fec466e2-9edd-4ae5-95c8-58b89fb4aa49 · outbound

This paper cites Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology,.

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 2968b761-580e-4042-997e-6d234492f43f · outbound

This paper cites A primer on partial least squares structural equation modeling (pls-sem),.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A primer on partial least squares structural equation modeling (pls-sem),

Reference 24

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Observation 1fc1de89-4b76-4d61-9ca5-f49e3c734d22 · outbound

This paper cites Fairness per- ceptions of algorithmic decision-making: A systematic review of the empirical literature,.

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

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 71083515-3f5f-4648-809a-74d0cc7c7732 · outbound

This paper cites Fairness definitions explained,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness definitions explained,

Reference 26

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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.

source=pdf_text observed=2026-08-11T12:48:08.277376Z digest=sha256:16eed4e2dd50b79eb2fa57ef630479e48dcc836af67e9536fcdd1d74de83375f

Observation f6f8e577-5371-4edc-8b00-b1aa4917dc33 · outbound

This paper cites Fair enough: Searching for sufficient measures of fairness,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fair enough: Searching for sufficient measures of fairness,

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.283633Z digest=sha256:ed7e1e91414bcf48c19ed926faa577dd7ccda116ee5ed0a3aa365a8b7d05e67e

Observation 14a6856c-3146-47ea-831a-43d21dd62f3d · outbound

This paper cites Data augmentation for discrimination prevention and bias disambiguation,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Data augmentation for discrimination prevention and bias disambiguation,

Reference 28

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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.

source=pdf_text observed=2026-08-11T12:48:08.292106Z digest=sha256:3f9c0be84d618e6031d19672d846a8d9ae4c73263f0fa3ac9f8c90a83ee15b12

Observation 625d2412-0426-4d4e-9adb-f10fecbf0d04 · outbound

This paper cites Optimized pre-processing for discrimination prevention,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Optimized pre-processing for discrimination prevention,

Reference 29

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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.

source=pdf_text observed=2026-08-11T12:48:08.298773Z digest=sha256:a0020a07e1f54eeaaa22f38a1388418cdc0853abeabb410fc714d9599a2dfcb3

Observation 54669ba4-e7f2-45d9-9eaa-a63e964d752d · outbound

This paper cites Bias in machine learning software: why? how? what to do?.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Bias in machine learning software: why? how? what to do?

Reference 30

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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.

source=pdf_text observed=2026-08-11T12:48:08.305559Z digest=sha256:0243186fb5ac57c20293756890aa49ede8f38ef9fabd3d4798d49457153ee9eb

Observation da1152ce-b099-4479-aeb0-743374531dde · outbound

This paper cites Mitigating unwanted biases with adversarial learning,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Mitigating unwanted biases with adversarial learning,

Reference 31

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.311815Z digest=sha256:799acee8e139689365ecde62c2a6714ade4e473ce27af0b63257d56cfdd82928

Observation 4c030acd-7668-4442-9a97-5612f85facd8 · outbound

This paper cites Fairness-aware classifier with prejudice remover regularizer,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness-aware classifier with prejudice remover regularizer,

Reference 32

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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.

source=pdf_text observed=2026-08-11T12:48:08.320034Z digest=sha256:27bbb7ea1fbc1e74d7e6c2b66e2fccadf51b8b81f9b64266cd182470e6411756

Observation 47124cd4-08b3-4a87-9a7c-c1065123eb9b · outbound

This paper cites an unresolved cited work.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Unresolved cited work

Reference 33

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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.

source=pdf_text observed=2026-08-11T12:48:08.326722Z digest=sha256:36f6ccc91796dcc7265edab59fd637f06578c134bd4504220b78d08db8575cbb

Observation 62e6168e-0490-44c4-8564-e97d095ecf3e · outbound

This paper cites Data preprocessing techniques for classi- fication without discrimination,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Data preprocessing techniques for classi- fication without discrimination,

Reference 34

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.339171Z digest=sha256:e106870db4106b1200d4490b30437b05ffc704c6040ac61c8e27c26685dceea6

Observation acae2e3e-4c85-4351-9a84-da492202e3bd · outbound

This paper cites Fairway: a way to build fair ml software,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairway: a way to build fair ml software,

Reference 35

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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.

source=pdf_text observed=2026-08-11T12:48:08.345687Z digest=sha256:a7ee705769bf4109e73b8216234adc4c5b89857c981e0911663c800f571bdef9

Observation 22fdb8c7-3022-4784-8a52-25d7118d86bf · outbound

This paper cites Fairness testing: testing software for discrimination,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness testing: testing software for discrimination,

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.351661Z digest=sha256:ed061e938f491666af323a5528182ca90f7bfa610aebed8d7c5c3c3c771f5c34

Observation c5b218d6-6320-4fe6-897a-52159461f3f4 · outbound

This paper cites Automated directed fairness testing,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Automated directed fairness testing,

Reference 37

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.358917Z digest=sha256:0549b4d572a9b3a6f79f9987d26a74388b2d4033124f13fa0b8a2310441dfb99

Observation 3f0b41c2-4189-4d81-98a0-e3e40d70f9c7 · outbound

This paper cites Fairness improvement with multiple protected attributes: How far are we?.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness improvement with multiple protected attributes: How far are we?

Reference 38

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source=pdf_text observed=2026-08-11T12:48:08.365152Z digest=sha256:9ded42d661f43588773ef3b8aea0ea61f7d3a589816b929032b323f3d08d275f

Observation f9736b8b-ab90-4f22-b021-0cb4b8c227dc · outbound

This paper cites Refair: Toward a context-aware recommender for fairness requirements engineering,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Refair: Toward a context-aware recommender for fairness requirements engineering,

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.729480Z

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.

source=pdf_text observed=2026-08-11T12:48:08.370805Z digest=sha256:73eedf2c11ca7df715ff8148f47fa2b56d00d50d4ae586676bdcc99755947f1b

Observation b7eeaa27-a6a2-4034-b556-13a84769cc4e · outbound

This paper cites Fairness-aware machine learning engineering: how far are we?.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness-aware machine learning engineering: how far are we?

Reference 40

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.710771Z

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.

source=pdf_text observed=2026-08-11T12:48:08.377739Z digest=sha256:9b00e8293e43994461ef5a7460773b9a44c7562d9a9de8bf703135e0203ccf01

Observation 72baba00-cb3c-4e69-8f5e-ed65e813fcfe · outbound

This paper cites Lift: A scalable framework for measuring fairness in ml applications,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Lift: A scalable framework for measuring fairness in ml applications,

Reference 41

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.691610Z

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.

source=pdf_text observed=2026-08-11T12:48:08.384010Z digest=sha256:c1d0ad3fedf578c06e367f4e5af74ab955a6cc524bcf3faeea3c0df9ccc87ec8

Observation 231ee24d-2d3f-4298-b806-aa95fdf3a2a6 · outbound

This paper cites “ignorance and prejudice.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? “ignorance and prejudice

Reference 42

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source=pdf_text observed=2026-08-11T12:48:08.389113Z digest=sha256:231ebe57251134ddf5258ab39e2892429fd682b7fa2e8f7abf1a33b5eec7c0d7

Observation 4ca57c2c-938d-424a-8788-723dd41c266f · outbound

This paper cites Understanding Fairness in Software Engineering: Insights from Stack Exchange.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Understanding Fairness in Software Engineering: Insights from Stack Exchange

Reference 43

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local_arxiv, observed 2026-08-11T12:48:08.999252Z

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.

source=pdf_text observed=2026-08-11T12:48:08.394836Z digest=sha256:125e8563de659a9b3c4a8fe3c462501b89a32214d404db206964bf2b529aecdd

Observation d37c44ef-ba45-4ac6-a7bb-ad9d4e59bc49 · outbound

This paper cites A Catalog of Fairness-Aware Practices in Machine Learning Engineering.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? A Catalog of Fairness-Aware Practices in Machine Learning Engineering

Reference 44

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-11T12:48:08.403077Z digest=sha256:f8b05f2b4186db5ebf2a0cb65f684b7174585d9d5ed6220364804c09f112cad8

Observation f9f0b9d1-c119-4136-9638-0ddc78b5a9b1 · outbound

This paper cites Fairness-aware practices from developers’ perspective: A survey,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Fairness-aware practices from developers’ perspective: A survey,

Reference 45

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.658862Z

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.

source=pdf_text observed=2026-08-11T12:48:08.409374Z digest=sha256:2de2e776f6898e9f987488d8845b1825107f4afa1fffd1217534103852d9a2a2

Observation 1099f5a4-f3ba-4a7e-aae8-cc9f8d96c937 · outbound

This paper cites “fairness toolkits, a checkbox culture?.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? “fairness toolkits, a checkbox culture?

Reference 46

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no resolver link, observed 2026-08-11T12:48:08.415433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.415433Z digest=sha256:c19d0a2cf70b45b9b1da18df142fe91f47391ac0c67f0ddb031cea2b60c36cb8

Observation afa9ee37-ea12-4104-95d4-90b078ef70f2 · outbound

This paper cites The what-if tool: Interactive probing of machine learning models,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The what-if tool: Interactive probing of machine learning models,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.639541Z

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.

source=pdf_text observed=2026-08-11T12:48:08.421301Z digest=sha256:9bb8731267e499f5c8f058440ac81287f628481db7e45bc17309931e9c94f2e5

Observation 2ee15062-c022-426e-be52-dc35f6df27b7 · outbound

This paper cites scikit-fairness,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? scikit-fairness,

Reference 48

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.619759Z

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.

source=pdf_text observed=2026-08-11T12:48:08.427871Z digest=sha256:c0ff10b7c3554f1647d6d750f3cac5d056f9526175b922236acdee70a581af67

Observation 563d2e11-6c38-46d8-bd05-0eec9cb72306 · outbound

This paper cites Improving fairness in machine learning systems: What do industry practitioners need?.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Improving fairness in machine learning systems: What do industry practitioners need?

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.599193Z

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.

source=pdf_text observed=2026-08-11T12:48:08.435238Z digest=sha256:975b0c6d500115c4cca322c0a5e2f9038454639b853dc0025ecc0ef152f4e995

Observation 9c7e6c53-217f-45c3-9ab7-9ad3e34d4185 · outbound

This paper cites Why don’t men ever stop to ask for directions? gender, social influence, and their role in technology acceptance and usage behavior,.

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

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.579783Z

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.

source=pdf_text observed=2026-08-11T12:48:08.441404Z digest=sha256:c5072bc33e44f4d92177e321a67c200a195196d3ae3e434c617ae0ee9e30c578

Observation 968fac45-1fad-4c09-9c69-b57ae637a7de · outbound

This paper cites User acceptance of information technology: Toward a unified view,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? User acceptance of information technology: Toward a unified view,

Reference 51

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no resolver link, observed 2026-08-11T12:48:08.448224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.448224Z digest=sha256:f2b3cc1da98680b9d1339b0cf861932953bd88d9999a9fc3c560bf20749e1212

Observation 531cb591-6e6a-45ed-9cce-0fbe3f88fa8b · outbound

This paper cites The unified theory of acceptance and use of technology: A new approach in technology acceptance,.

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

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.548441Z

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.

source=pdf_text observed=2026-08-11T12:48:08.455839Z digest=sha256:9cda0b2446f989ea4b9ac44b192a549d0ff2272b3f44e4178d1f02e0590b2bcb

Observation 6e527441-70e5-493e-8308-372727504b73 · outbound

This paper cites Technology acceptance model,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Technology acceptance model,

Reference 53

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.461825Z digest=sha256:b5433718223581e3c0c5297d5f2c342fd57617b9679c7040a1cddd93747e02f1

Observation a7c41abf-b44a-4373-9158-01a5e548b871 · outbound

This paper cites Online appendix,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Online appendix,

Reference 54

Resolution
verified exact
raw_fallback, observed 2026-08-11T12:48:08.867950Z

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.

source=pdf_text observed=2026-08-11T12:48:08.467303Z digest=sha256:207e9454329296db74bccd83959f53fe6672069f39d00d52eddd61a76ce587a2

Observation 2a7230f4-b051-4d83-a806-3d4c668483eb · outbound

This paper cites Ethical perceptions of ai in hiring and organizational trust: The role of performance expectancy and social influence,.

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

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.516807Z

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.

source=pdf_text observed=2026-08-11T12:48:08.473511Z digest=sha256:fe7d67de8dcaeb6e566094515dbf8c8af86698bcb8c5565b393bede50dbc74df

Observation 2110bff2-f1fd-4e68-9945-1c497c5e6a60 · outbound

This paper cites Oneto and S.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Oneto and S

Reference 56

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.498180Z

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.

source=pdf_text observed=2026-08-11T12:48:08.479269Z digest=sha256:605bb27109a815208639bd22aefc8c22e67f22b29f3952658a4af49ac3e34a1d

Observation a7fabc07-7a66-4b79-9c76-fece0cdfd644 · outbound

This paper cites Perceived usefulness, perceived ease of use, and user acceptance of information technology,.

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

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.480130Z

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.

source=pdf_text observed=2026-08-11T12:48:08.486496Z digest=sha256:ebb0abbed8609ce6c0aedf1a35d40a9fb5b541648c09d583388c55b6231aeb24

Observation f4410771-e0d6-437b-ac34-17eda219e787 · outbound

This paper cites User acceptance of hedonic information systems,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? User acceptance of hedonic information systems,

Reference 58

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.461422Z

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.

source=pdf_text observed=2026-08-11T12:48:08.493360Z digest=sha256:792820f0aa4b7be2300e7ed3ce73cca48139835d9ce202c49318e4f86ccb46a3

Observation b482a06c-a8ad-49c7-9ead-f9a7df0f655b · outbound

This paper cites Statistical power analyses using g* power 3.1: Tests for correlation and regression analyses,.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.499346Z digest=sha256:af32ab0cb3b8aab5d206ea250e106566d2d5bdd6f177de7bfb82382a8a2e92d6

Observation da95c1e3-9870-4f54-a556-53f3cbd5bdf0 · outbound

This paper cites Personal opinion surveys,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Personal opinion surveys,

Reference 60

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.506895Z digest=sha256:de53bd9a73726c81afae2990e324444f3f3b2f64432a972e0e35ec87f3f9f77c

Observation 69e0a69d-dcd3-4287-aabd-5def808a6f65 · outbound

This paper cites Conducting research on the internet:: Online survey design, development and implementation guidelines,.

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

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no resolver link, observed 2026-08-11T12:48:08.513306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.513306Z digest=sha256:8ae6edd7c34860525d011d5bb389936f897fc46f601f5f15b820142304a9d399

Observation 91adcf3e-daa8-47bb-af11-9a7c16303c72 · outbound

This paper cites Pls-sem for software engineering research: An introduction and survey,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Pls-sem for software engineering research: An introduction and survey,

Reference 62

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no resolver link, observed 2026-08-11T12:48:08.518743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.518743Z digest=sha256:3152c54371db1cecbab149addb8ada48f2a9a57ef81beb1c1200e704c41d58db

Observation 469f9850-efb4-4964-9a66-397aa6d4a7e6 · outbound

This paper cites Do you really code? designing and evaluating screening questions for online surveys with programmers,.

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

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no resolver link, observed 2026-08-11T12:48:08.524501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.524501Z digest=sha256:daa694b82ce16a8b047d019da9ff20eb8ab63a95b2c29c99bf640786110d468b

Observation 917947b8-2dad-48c1-8dc6-622abda38e00 · outbound

This paper cites Empirical standards for software engineering research,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Empirical standards for software engineering research,

Reference 64

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no resolver link, observed 2026-08-11T12:48:08.530601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.530601Z digest=sha256:7377f9f2f55ca5fbaa29bc76d5bc7ea6d616b83d47ae36a1eb73a7c72214685b

Observation 0ed7c9d2-f86c-427d-8887-815d9abfb9de · outbound

This paper cites Ethical issues in software engineering research: a survey of current practice,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Ethical issues in software engineering research: a survey of current practice,

Reference 65

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.358302Z

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.

source=pdf_text observed=2026-08-11T12:48:08.540350Z digest=sha256:e738117e65c650d684acc35498e5fdd615253939e31655b56bd019bbd7164fd2

Observation c218f9f3-e2d8-45ee-ae80-3b5605cad791 · outbound

This paper cites Smartpls 4,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Smartpls 4,

Reference 66

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no resolver link, observed 2026-08-11T12:48:08.547004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.547004Z digest=sha256:c8edcbe7299f7ab26fd0d6b14c1422249c567635588372bb5d63a4abd0c54b98

Observation b0cd3bc9-2b24-4f9e-a5c2-cf70120f8f84 · outbound

This paper cites The partial least squares approach to structural equation modeling,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The partial least squares approach to structural equation modeling,

Reference 67

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no resolver link, observed 2026-08-11T12:48:08.565126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.565126Z digest=sha256:4d612bf774742e28f0b82726afceb5dc59a210e104aa36377309ecc150ade943

Observation 69f68e74-ca48-4521-8ede-de68dd539e46 · outbound

This paper cites A new criterion for assessing discriminant validity in variance-based structural equation modeling,.

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

Resolution
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no resolver link, observed 2026-08-11T12:48:08.559552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.559552Z digest=sha256:85aec3e26c69978a1daae1b1a416dc29f27a1b0edc097e4c220507aac4b7d885

Observation aaa9ea02-5b6f-4f5d-9200-25292842ac25 · outbound

This paper cites The elephant in the room: Predictive performance of pls models,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? The elephant in the room: Predictive performance of pls models,

Reference 69

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.256744Z

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.

source=pdf_text observed=2026-08-11T12:48:08.576776Z digest=sha256:8544181ad159aa99e830be64dbf8147e61e166cc5fac1e43d57118a5fef2e0a4

Observation 9e96f11f-03b7-4074-b499-e2a7e875559f · outbound

This paper cites On the value rel- evance of customer satisfaction. multiple drivers and multiple markets,.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:48:08.571047Z digest=sha256:c53284e38aa572f592633a6054622eec6a38a90eff61b51ae8cbb62b8d04e631

Observation 9b9d8f33-a39b-4eb9-af8f-40a84bf8715b · outbound

This paper cites Personal computing: Toward a conceptual model of utilization,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Personal computing: Toward a conceptual model of utilization,

Reference 71

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verified fuzzy
raw_fallback, observed 2026-08-11T12:48:09.215092Z

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.

source=pdf_text observed=2026-08-11T12:48:08.590077Z digest=sha256:4b41d1ee9784c6ee3480f62d87895c11eb37a78e5c65a03bef4948a95737c7b1

Observation 014741e3-c362-4f21-8d5e-910a78674272 · outbound

This paper cites Predictive model assessment in pls- sem: guidelines for using plspredict,.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Predictive model assessment in pls- sem: guidelines for using plspredict,

Reference 72

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Observation c3ebb48c-e653-4de0-90c7-159c432e3d8f · outbound

This paper cites Wohlin, P.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Wohlin, P

Reference 74

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Observation 9c22872d-76d3-4d16-9dcc-e1adf9f8a706 · outbound

This paper cites Available: https://www.smartpls.com/.

From Expectation to Habit: Why Do Software Practitioners Adopt Fairness Toolkits? Available: https://www.smartpls.com/

Reference 2024

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