Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-10T14:18:51.004625Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 97 of 97 outbound references and 0 inbound Pith citation observations for arXiv:2607.07980.
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 2026-07-10T14:18:51.004625Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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
97 of 97 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 57bdadc6-b3f7-47fc-9d62-b5057d6c815f · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse How to kill the code review,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e592f31b-d8f2-4b66-9cfe-1c82b01b1902 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Should humans still review all your code?
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6e98095f-2002-4661-8f31-b269cef65304 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Why ai will never replace human code review,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2e0a803d-0c7a-4b32-bd52-9a675afe4863 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The ai code review bottleneck is already here: Most teams haven’t noticed,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4e4261dd-8317-4819-bc38-ed867eb236f9 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Ai is generating code at scale, but human-scale code review can’t keep up,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 22f43f21-696c-449e-88c0-f22f3f70e483 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Why developers using ai are working longer hours,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f4334d25-cdbb-4ebc-8591-84937cf26f1d · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Ai-assisted engineers are burning out, is this fine?
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c51632b7-47c5-4ab2-a8a6-1bc8ce7003d7 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Ai review fatigue,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 237bb472-44f2-4965-9140-8a60f82caa39 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse curl’s daniel stenberg: Ai slop is ddosing open source,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cdde1ca7-a1ef-4836-9eba-478fc616f6de · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Curl shutters bug bounty program to stop ai slop,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a18941f5-05e2-4abf-a702-3dd9d1e9fe4d · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Open source maintainers are drowning in ai-generated pull requests,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2a21d95f-921e-4156-ace1-378958b59db8 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The future of ai agents in code reviews: Your next pr reviewer might not be human,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9ba34d6f-237a-4771-b73b-91ab19cea52b · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Cursor bugbot and planetscale,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a7adaa28-101c-4c9f-ab56-8cb9cfbdb178 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Anthropic just shipped the code reviewer that catches what humans miss,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3c0e38f8-89eb-4698-9289-711474a3f2c6 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Comprehension debt: The hidden cost of ai-generated code,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9394e8b4-1553-4786-83f0-ecd49dc5c1c3 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Ai-generated code is creating a technical debt crisis nobody is auditing,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9d58339a-9924-47f7-82ed-857427fb6fb5 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Ai as a thin client and the crisis of knowledge,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9ccbe9f7-14e8-4d1f-9293-2b375c98cba5 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Speed at the cost of quality: How Cursor AI increases short-term velocity and long- term complexity in open-source projects,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation de186277-19dc-48c9-98e9-0119dbd71ddc · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse AI ides or autonomous agents? measuring the impact of coding agents on software development,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1ad0d3a7-f6dc-46c7-bdce-bd6b1dbb0223 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e68aa7ef-184c-4bc5-be1f-cad9bc1e7d89 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f61d3363-6c08-4abd-a4f4-cc5dc6611a14 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Investigating autonomous agent contributions in the wild: Activity patterns and code change over time,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation aa9f2cda-3bce-4363-8933-002652b77bca · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse On the use of agentic coding: An empirical study of pull requests on github,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e3fb7a5f-3310-4832-8a6e-403d659e2816 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Code change characteristics and description alignment: A comparative study of agentic versus human pull requests,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4f402d6c-c0be-42f5-b5fd-948d89edba6e · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Lgtm! character- istics of auto-merged llm-based agentic prs,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6a3bb201-b777-4239-8cc4-761c46490b47 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Habituation at the Gate: Rising Approval and Declining Scrutiny in Human Review of AI Agent Code
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1f8af07a-1056-4115-a976-cb9812254b1c · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Pearl and D
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 402b45af-f0b9-4b51-a4a6-2718242e464e · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Guidelines for including grey literature and conducting multivocal literature reviews in software engineering,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 54922111-067d-46c8-9162-cd77bcb3d231 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Thematic-lm: a llm-based multi-agent system for large-scale thematic analysis,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0ce27ac4-f369-4eef-9e47-c3c3bf2e6664 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Design and code inspections to reduce errors in program development
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1e585ede-db5c-46e7-8b3f-dbca8a73a433 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Work practices and challenges in pull-based development: The contributor’s perspective,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 826d64cf-cf4b-4fb6-bd8c-195d160d0770 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Quantifying and mitigating turnover-induced knowledge loss: case studies of chrome and a project at avaya,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ad8c1ac9-67a2-4a62-a439-6f67c5aa40aa · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Modern code review: a case study at google
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 38e67355-5530-4215-b45e-317362d2d05a · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse A systematic literature review and taxonomy of modern code review,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 19dbd118-b4a2-437d-8683-8f2bcbb98a41 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Information needs in contemporary code review,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 60d46c45-5c44-4f91-bce3-c3814bfedd6b · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The impact of code review coverage and code review participation on software quality: A case study of the qt, vtk, and itk projects,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3bd39b08-efa8-4a8b-a2bf-89309896d9f4 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Help me to understand this commit!-a vision for contextualized code reviews,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 216b86ca-0141-4f7d-84ba-95859b21103a · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Code review comprehension: Reviewing strategies seen through code comprehension theories,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7c883380-f051-4fe0-8765-92a94eaea2bd · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse What makes a code change easier to review: an empirical investigation on code change reviewability,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4b91a5eb-9cca-4dd7-9890-784454047b86 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse First come first served: The impact of file position on code review,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 482f6dc7-baf4-4baf-9dda-97408e730a61 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Predicting faults using the complexity of code changes,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 83420982-540d-41e5-9463-3eecbe275711 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Use of relative code churn measures to predict system defect density,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2bc3fd74-3b02-4c7e-a961-17ecc33a8ed9 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The present and future of bots in software engineering,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c01c618e-467e-4369-9860-d2a0e1c8b41b · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The github de- velopment workflow automation ecosystems,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 147a35bc-f4e7-4b18-a167-81f906359ade · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Suggestion bot: analyzing the impact of automated suggested changes on code reviews,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 84397bf2-1d6e-4f87-b2f7-12200b5d4e8c · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Automating patch set generation from code reviews using large language models,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b1fd74a8-fae9-4e40-a201-7719813e0410 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse What to expect from code review bots on github? a survey with oss maintainers,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3ef8b0cc-5d69-4e54-9ce3-f458eef6167d · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Don’t disturb me: Challenges of interacting with software bots on open source software projects,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b17aaf7e-1347-4560-8669-5e95a0c93c0e · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse A ground-truth dataset and classification model for detecting bots in github issue and pr comments,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 91ad1154-a2f4-4949-83c4-95314df4aa9f · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Impact of LLM-based Review Comment Generation in Practice: A Mixed Open-/Closed-source User Study
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4eca66f4-b27f-453f-bd59-a22f670aa2a5 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Agents in the wild,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6cc17157-22df-4a65-bec7-02de8902ef1c · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 35152c8a-3f5d-4dba-88ea-78bb3a8aca53 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Why Are Agentic Pull Requests Merged or Rejected? An Empirical Study
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation bd247522-fd93-4cea-a18d-227b44fe5a19 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The nature of theory in information systems1,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0d852562-0379-4fda-afe2-1761bdd75876 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Building theories in software engineering,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0ee4d20d-825e-43fe-a514-a1006bcadbfb · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Theory-oriented software engineering,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e2577b28-53b9-4f9a-bf14-afc345a4dd53 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Charmaz,Constructing grounded theory: A practical guide through qualitative analysis
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3c60c9b3-1268-48b0-9df5-02ad0d5dfbae · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Corbin and A
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c7a9aba5-b8b6-4e28-9376-2e21be24375a · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Grounded theory in software engineering research: a critical review and guidelines,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fdb9d648-1988-4cff-9e2a-519807e22633 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Architectural technical debt: A grounded theory,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c49a80cc-4749-451e-8cfc-8ee2b1855941 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse A Grounded Theory of Debugging in Professional Software Engineering Practice
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 731352fa-eaf5-4227-853a-0fd67a35f20f · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse How does Software Change?
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7e8dce3a-3420-4c56-b9aa-739ea86cb422 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Arctic shift: a reddit data archive and query api,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f5d69652-e249-4be9-8202-4c231ac9efcf · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Using thematic analysis in psychology
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c072e513-df63-4243-9108-865cdf7e2656 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Guidelines for Empirical Studies in Software Engineering involving Large Language Models
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 50d81fcc-5d88-4059-a809-a7e8e1b5c878 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Computational grounded theory revisited: From computer-led to computer-assisted text analysis,
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 87c27c30-d486-42e4-b212-98aef700a92b · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Performing an inductive thematic analysis of semi- structured interviews with a large language model: An exploration and provocation on the limits of the approach,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 93f84011-d0f6-431b-8b7d-ae67f5af39c1 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse From the editors: What grounded theory is not,
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1443d61f-7276-4289-8c2b-244ffb0b52a6 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Towards a theory of software development ex- pertise,
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c840d683-d81b-4723-b2c1-045b0ffc7a9e · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse From Industry Claims to Empirical Reality: An Empirical Study of Code Review Agents in Pull Requests
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 78f28115-d693-4cea-b248-f8c83cc939a4 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse A Large-Scale Comprehensive Measurement of AI-Generated Code in Real-World Repositories
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 734c913a-2243-45fe-b928-5a824268159e · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The dose makes the agent: Therapeutic index analysis of ai coding contributions,
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 06661674-5ce9-4573-af00-98e076e73087 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Where do ai coding agents fail? an empirical study of failed agentic pull requests in github
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5007f44b-cd90-41bd-9cde-8321943ec2a9 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Rahman, M
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e6b3d9ee-8872-4d8b-8d0d-63c1de83c052 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse When ai teammates meet code review: Collaboration signals shaping the integration of agent-authored pull requests,
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a6c70bf0-a8b1-4f9b-9aa8-1d2cdf90bb56 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse On autopilot? an empirical study of human-ai teaming and review practices in open source,
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a25b7980-82d7-4163-aea3-a6204f6a38ff · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Understanding dominant themes in reviewing agentic ai-authored code,
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ef2ab0d4-fb78-467d-ae69-9073aa82ee0b · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse On the Footprints of Reviewer Bots Feedback on Agentic Pull Requests in OSS GitHub Repositories
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1f143b71-0dae-4741-9f80-f9d68329da54 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The generative AI policy landscape in open source,
Reference 81
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3abeff5d-4653-49cb-845a-8552ae34e86b · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Why agentic-prs get rejected: A comparative study of coding agents
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 44d2d64d-28c4-46ca-9104-1f83983b86a4 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The quiet contributions: Insights into ai-generated silent pull requests,
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 431c4f39-3e6f-4622-9b1d-983026d2d143 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Beyond bug fixes: An empirical investigation of post-merge code quality issues in agent-generated pull requests,
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 03a7fd3d-58f5-429a-92b3-044f72b00378 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Trust dynamics in ai-assisted development: Defi- nitions, factors, and implications
Reference 85
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fd7f0db4-af23-4709-a67f-ea69f7d8be7b · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Do users write more insecure code with ai assistants?
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5dbb00f0-0148-434a-85d1-51af6b0d1dc8 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse More code, less reuse: Investigating code qual- ity and reviewer sentiment towards ai-generated pull requests
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f3e7ae74-9c20-4b1a-bf58-f96ccc675174 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Human oversight of agentic systems in practice: Examining the oversight work, challenges, and heuristics of developers using software agents,
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0cd83c86-5794-4a00-9e31-abe7fb447976 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse agent-authored
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e109058e-413f-4e5e-b8d8-a3ef0c93310f · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Unresolved cited work
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1423ef2f-63f1-4f11-ba37-024b963ad0af · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Unresolved cited work
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4498d6d2-f15e-4d29-8af0-b9ccd90761f4 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Unresolved cited work
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e247a1c9-c9dc-4028-924e-4fe5b7e70ad0 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The bottleneck shifts from writing code to reviewing it
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3278f52f-0471-406b-bada-9effbe480378 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Expectations, outcomes, and challenges of modern code review,
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5f9f9596-53e9-470e-992d-656e9264d8e6 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Boosting automatic commit classification into maintenance activities by utilizing source code changes,
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f0e6c28c-e66b-432e-94b0-5889e14da905 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The statistical crisis in science,
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2a4428b2-93a3-48a4-abfb-9147bcb41f50 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Many analysts, one data set: Making transparent how variations in analytic choices affect results,
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0fdb4cb9-b278-4a40-ab98-68cc3b0dbd0b · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Exa: a neural search engine for the web,
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8db2b971-0df3-4adc-91a0-e680b63e2121 · outbound
3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Thematic-lm: a llm-based multi-agent system for large-scale thematic analysis,
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
No inbound Pith citation observations are available.