Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:50:24.292519Z
Paper Citation Record · LEDGER
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science
As of 19 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2509.21890.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
Reference resolution
65 of 65 outbound references displayed
- verified exact5
- verified fuzzy6
- unresolved49
- parse uncertain0
- malformed identifier3
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a14a1568-5142-442c-b1b8-458cb12f36c0 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.214663Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dc0849be-6880-4493-ac80-81826b8b8c9d · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.131926Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a320a412-aaf1-426a-85d1-dbe13e5a5751 · outbound
This paper cites Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.134505Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c650efb1-0beb-421a-b98b-f0f49bf59b10 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.137537Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b001a276-c79f-49e9-bb53-4395bdd78a7d · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.140147Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05cd3330-d0fb-41da-b9ba-a70007ce2073 · outbound
This paper cites Generative Interfaces for Language Models.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Generative Interfaces for Language Models
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.142775Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 821dd4d3-f461-47c9-830c-f1dc1e528fb3 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.145755Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04c97774-60eb-4327-a0e3-c9b6b5ae5cae · outbound
This paper cites BISCUIT: Scaffolding LLM-Generated Code with Ephemeral UIs in Computational Notebooks.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science BISCUIT: Scaffolding LLM-Generated Code with Ephemeral UIs in Computational Notebooks
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.148275Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed9e1c11-4281-4394-8128-b29a4978b3c3 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.150720Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8368970-c0b2-431d-9091-82a82e63a83e · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.199793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7e93de63-3d4f-43b8-897b-85c45c44e53f · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.155780Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5095eac-1286-4972-873a-c89a4bbceae0 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.158483Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19d0f4af-fbca-42d2-9972-5bcd789fc382 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.187925Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 186e0f79-f212-4530-a93f-c9d2677cbc15 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.180216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ea583342-da69-4852-b4b5-660c1cc0f363 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.165716Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6294d2f9-ca3f-4185-a0a5-dfc3633d7547 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 16
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-15T15:50:24.907691Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9bfb1b47-f4bc-4a43-ab55-7a992511bc57 · outbound
This paper cites White, Georg Buscher, and Kuansan Wang.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science White, Georg Buscher, and Kuansan Wang
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.170960Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33bad193-9c4f-4636-bd37-bb8bd7540811 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.172881Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 315551bb-85df-4603-9c2c-b1586eca5a19 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 19
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-15T15:50:24.175637Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 676337f4-b5eb-4de4-9db1-0228aebd067c · outbound
This paper cites CodeAid: Evaluating a Classroom Deployment of an LLM-based Programming Assistant that Balances Student and Educator Needs.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science CodeAid: Evaluating a Classroom Deployment of an LLM-based Programming Assistant that Balances Student and Educator Needs
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.178163Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6581035a-9cd2-44fe-ac6c-e9a767fb38bc · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 21
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-15T15:50:24.755632Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8b3e4db0-b188-4421-a571-337ae2920f3e · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.164089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4eb547b2-eaf5-469d-9006-6f0ec580cfe4 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.185706Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 664fb7fa-8bfb-4f8e-b3c7-d5c9759bf523 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 24
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-15T15:50:24.188214Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a6d9351-2ea6-42ee-870f-0be7f5e4ae52 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.190630Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ca68b1f-0f0e-40ce-bb65-95e4fd39c7da · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.192956Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7ce7b07-aff4-402b-8715-d780566ca20e · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.195440Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4ee049f-cf5d-4ff8-a610-66baf7069119 · outbound
This paper cites Using Large Language Models to Develop Requirements Elicitation Skills.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Using Large Language Models to Develop Requirements Elicitation Skills
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-08-15T15:50:24.685550Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aafadd33-20e9-4399-9cb1-b3d0602c8427 · outbound
This paper cites I’m not sure, but.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science I’m not sure, but
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.200769Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d2a60c5-ff52-41a9-b7b6-171796eb9f0b · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.203093Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eaf7070b-bf40-41c5-b566-5af8a59d0da5 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.147696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0e28734e-7f80-4396-b523-bfe5e273570b · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.208209Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f509028-d1e4-4d2e-b91c-7f5a15830c4a · outbound
This paper cites 2010.Mann-Whitney U Test.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science 2010.Mann-Whitney U Test
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.210807Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49e7fae5-3486-48ad-9dc2-6adcc197aa15 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.139491Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3d888c35-3b02-4598-964e-55e29536c032 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.131673Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3cfb4fa7-55a1-4d15-9001-e49342efc20c · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.221120Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf0ea410-d513-4c80-b804-a39ced1482be · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.123944Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7bcbdb23-54ef-4c80-bcf6-ac4bad1bb256 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.115514Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 268d3cc4-ba99-409c-81a3-06ec9ae0a809 · outbound
This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science The Impact of AI on Developer Productivity: Evidence from GitHub Copilot
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.231044Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75190014-9cda-4a7b-9527-a3fec34feec0 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.233817Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9e4f1f6-eb96-4209-8f28-7345d4d521af · outbound
This paper cites Short-term AI literacy intervention does not reduce over-reliance on incorrect ChatGPT recommendations.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Short-term AI literacy intervention does not reduce over-reliance on incorrect ChatGPT recommendations
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.236305Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dd911b9-08e1-4bfa-8b2c-ccd93f8ff60d · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.239136Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4dd2eb25-6d87-4e61-8950-4744f447cbd8 · outbound
This paper cites The Impact of Generative AI on Collaborative Open-Source Software Development: Evidence from GitHub Copilot.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science The Impact of Generative AI on Collaborative Open-Source Software Development: Evidence from GitHub Copilot
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.241521Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ac001cc-712f-41c3-baa4-63cf8bd5e503 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.244278Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9485c347-18f5-4aa1-ac15-770e9f2babde · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.246856Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 952d9e93-5807-448d-83dd-34d4f5c59d4b · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.097685Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4a6765bc-70c4-43f8-8d74-bf6f88f259ca · outbound
This paper cites "Should I Give Up Now?" Investigating LLM Pitfalls in Software Engineering.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science "Should I Give Up Now?" Investigating LLM Pitfalls in Software Engineering
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.251696Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aba43c31-3561-4438-9008-3056377b315d · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 48
- Resolution
- verified exact
- doi, observed 2026-08-15T15:50:24.329726Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 14886e8d-3484-47ac-bcf2-53d71debca0e · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.090672Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 13f0980a-d804-4ae1-a235-ce6b338c2ce8 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.083875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3580e928-000c-4ffd-963b-04099f5bd5c3 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.264679Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70b1f900-9e6f-4198-81d3-edac41f0a9c9 · outbound
This paper cites In AIED 2025.
Reference 52
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-15T15:50:24.259648Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72a46b3c-7190-4d7a-b429-27adc07bbe1f · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.069875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1c5582dc-69c0-4f4a-870b-9f318805f753 · outbound
This paper cites Data Makes Better Data Scientists.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Data Makes Better Data Scientists
Reference 54
- Resolution
- verified exact
- local_arxiv, observed 2026-08-15T15:50:24.373374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 918052bc-43ef-45d8-9470-e9dbbc74a72d · outbound
This paper cites 2005.Understanding by Design.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science 2005.Understanding by Design
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:50:25.077132Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 92309f56-4074-4ce9-a83b-719ae565f584 · outbound
This paper cites What were the challenges for you during the tasks when you didnotuse GenAI?.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science What were the challenges for you during the tasks when you didnotuse GenAI?
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:50:25.062575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6cb35e84-988d-415f-b824-e834630fa03d · outbound
This paper cites InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems (CHI ’23, Article 437).
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems (CHI ’23, Article 437)
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.272170Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2ae615e-41b6-4a61-9b4b-eb5116e6a872 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 59
- Resolution
- verified exact
- doi, observed 2026-08-15T15:50:24.313563Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b52fda6e-5807-4872-b5f0-39aebb8da8ea · outbound
This paper cites •Ensure all log events are covered.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science •Ensure all log events are covered
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:50:25.054859Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 526b773d-8b7d-403d-8ca8-8d5e5075c17a · outbound
This paper cites episode_id.
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:50:25.047485Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 623a50c3-8802-45be-9fd6-953c2cc30e91 · outbound
This paper cites an unresolved cited work.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T15:50:25.040512Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1b2e6af9-d0dc-4067-8ef0-ac423e12a0c9 · outbound
This paper cites •If AI was used well, tag behaviors (e.g.,ai_explain_concepts,clear_instruction_in_prompt) and briefly explain how it helped.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science •If AI was used well, tag behaviors (e.g.,ai_explain_concepts,clear_instruction_in_prompt) and briefly explain how it helped
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:50:25.033901Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c89a4b3a-c7fb-495a-b58a-e3f7fb3c92c9 · outbound
This paper cites step_id": 1,.
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:50:25.025893Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fd36b2aa-7ee5-4a90-9844-b0e8c8820bd3 · outbound
This paper cites InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems (CHI ’23, Article 434).
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems (CHI ’23, Article 434)
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:50:24.215903Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3ff8f28-acb1-48a3-8918-67017cbd79bd · outbound
This paper cites Speaking the Right Language: The Impact of Expertise Alignment in User-AI Interactions.
Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Speaking the Right Language: The Impact of Expertise Alignment in User-AI Interactions
Reference 2025
- Resolution
- verified exact
- local_arxiv, observed 2026-08-15T15:50:24.511970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
No inbound Pith citation observations are available.