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Paper Citation Record · LEDGER

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse

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.

pith.paper-citation-record.v1
2607.07980 v1

Coverage vector

measured 97 of 97 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-10T14:18:51.004625Z

measured 97 of 97 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

97 of 97 outbound references displayed

  • verified exact24
  • verified fuzzy68
  • unresolved3
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 57bdadc6-b3f7-47fc-9d62-b5057d6c815f · outbound

This paper cites How to kill the code review,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse How to kill the code review,

Reference 1

Resolution
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raw_fallback, observed 2026-07-10T14:27:07.661076Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:6c2b73f022dc9c8bdeb425623508ded64a310916d6783277418b809af16f0453

Observation e592f31b-d8f2-4b66-9cfe-1c82b01b1902 · outbound

This paper cites Should humans still review all your code?.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Should humans still review all your code?

Reference 2

Resolution
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raw_fallback, observed 2026-07-10T14:27:07.688070Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:fab93d5a481a022f4953595d870cc710a277237a7f8ac1df04307c6f09dc5af1

Observation 6e98095f-2002-4661-8f31-b269cef65304 · outbound

This paper cites Why ai will never replace human code review,.

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

Resolution
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raw_fallback, observed 2026-07-10T14:27:07.666625Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:7e3da54bd475635222d153a8c7f912e84a2443f514054fcd0c15637ea4a8c90a

Observation 2e0a803d-0c7a-4b32-bd52-9a675afe4863 · outbound

This paper cites The ai code review bottleneck is already here: Most teams haven’t noticed,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.668402Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:c6857031c674c5423264042aa9980c29b10413b8a3cda7f7da6d9256cec5cb81

Observation 4e4261dd-8317-4819-bc38-ed867eb236f9 · outbound

This paper cites Ai is generating code at scale, but human-scale code review can’t keep up,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.643682Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:091c976cc0e6d69860aaef9365801bc464c6e39e6b941c100e60ec4d226ed3e7

Observation 22f43f21-696c-449e-88c0-f22f3f70e483 · outbound

This paper cites Why developers using ai are working longer hours,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.723555Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:9365e6eb32649fce32e5f9b573c2b9f6abdd2e7d28835412dad8a0d29aa6e6d4

Observation f4334d25-cdbb-4ebc-8591-84937cf26f1d · outbound

This paper cites Ai-assisted engineers are burning out, is this fine?.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.656727Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:dc79f9ff30a854b35df2c6f49b0c799d8a7d70702393a3e7c6440b93c64b1681

Observation c51632b7-47c5-4ab2-a8a6-1bc8ce7003d7 · outbound

This paper cites Ai review fatigue,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Ai review fatigue,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.670165Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:72e1c26eae6fc935108802e058696490010720a6d44160f9d1db36eabcbf426f

Observation 237bb472-44f2-4965-9140-8a60f82caa39 · outbound

This paper cites curl’s daniel stenberg: Ai slop is ddosing open source,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.717685Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:c2fc082e8bee5c512e17973bff340cf5aa5d8eb7f1fe8be67fb9cc9d88efed37

Observation cdde1ca7-a1ef-4836-9eba-478fc616f6de · outbound

This paper cites Curl shutters bug bounty program to stop ai slop,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.690048Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:a57bbd7895c0753ee1d93263a0504dc101a75b0d3c840a41857cfdf8fa515d48

Observation a18941f5-05e2-4abf-a702-3dd9d1e9fe4d · outbound

This paper cites Open source maintainers are drowning in ai-generated pull requests,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.763542Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:dcb90f3d034ddf63b8cc290661e0a90bb2d69a8a2a130c7fe47c9fe4e1d4f18b

Observation 2a21d95f-921e-4156-ace1-378958b59db8 · outbound

This paper cites The future of ai agents in code reviews: Your next pr reviewer might not be human,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.748828Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:5d36f58134e58080987f56bd2ad3534183a1d173cc969851e73fc43fd2b37b0e

Observation 9ba34d6f-237a-4771-b73b-91ab19cea52b · outbound

This paper cites Cursor bugbot and planetscale,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Cursor bugbot and planetscale,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.745757Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:29d58f807d580be13812f977da072329b7ade78a304d99ff845a349843dcf5fd

Observation a7adaa28-101c-4c9f-ab56-8cb9cfbdb178 · outbound

This paper cites Anthropic just shipped the code reviewer that catches what humans miss,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.735459Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:b9c2e05df6a0bb5739d6f480f022099a42e9d48d467180f78afbfa29612abd0b

Observation 3c0e38f8-89eb-4698-9289-711474a3f2c6 · outbound

This paper cites Comprehension debt: The hidden cost of ai-generated code,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.737247Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:a48ade1f712c4d5dcff386386786004df1e0537ab51b38d63a7e61c3ccf7973a

Observation 9394e8b4-1553-4786-83f0-ecd49dc5c1c3 · outbound

This paper cites Ai-generated code is creating a technical debt crisis nobody is auditing,.

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

Resolution
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raw_fallback, observed 2026-07-10T14:27:07.761915Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:f59965d1b098ad8ff83545259dcf0f98a980c72e6c3854333b244d1ff201e17c

Observation 9d58339a-9924-47f7-82ed-857427fb6fb5 · outbound

This paper cites Ai as a thin client and the crisis of knowledge,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.765449Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:05816f71b8f3d5e87e27a735353a71f189fe70eb9a1bfceb463afbdf821883c5

Observation 9ccbe9f7-14e8-4d1f-9293-2b375c98cba5 · outbound

This paper cites Speed at the cost of quality: How Cursor AI increases short-term velocity and long- term complexity in open-source projects,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.760424Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:589934fb283e65852ef173ee180e9854892a943aa33ad9b90146ab7b545e0e14

Observation de186277-19dc-48c9-98e9-0119dbd71ddc · outbound

This paper cites AI ides or autonomous agents? measuring the impact of coding agents on software development,.

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

Resolution
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raw_fallback, observed 2026-07-10T14:27:07.762118Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:c80797788855056ffe5a522ba5eddd167ed0754915e50c133e2e0c69ea804c8c

Observation 1ad0d3a7-f6dc-46c7-bdce-bd6b1dbb0223 · outbound

This paper cites Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild.

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

Resolution
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local_arxiv, observed 2026-07-10T14:27:07.493541Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:8eef59749c123588d51a5bc270e0d1336e96e44f923c49cf06e68d978005ed9c

Observation e68aa7ef-184c-4bc5-be1f-cad9bc1e7d89 · outbound

This paper cites The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.485779Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:f95454b32a2e07d5224ba7c103ff6e6f8b16716e66c6a8ad33cd497a206d59c1

Observation f61d3363-6c08-4abd-a4f4-cc5dc6611a14 · outbound

This paper cites Investigating autonomous agent contributions in the wild: Activity patterns and code change over time,.

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

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arxiv_id, observed 2026-07-10T14:27:07.483089Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:25f77a05593f966889fd18d0792af2062f5ef4df8789c5cc65d48eb827674442

Observation aa9f2cda-3bce-4363-8933-002652b77bca · outbound

This paper cites On the use of agentic coding: An empirical study of pull requests on github,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.758673Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:b7b251cda3fd9dfb86bfd2f61e461e142922c953bde1fd6135441b40edcc1ba6

Observation e3fb7a5f-3310-4832-8a6e-403d659e2816 · outbound

This paper cites Code change characteristics and description alignment: A comparative study of agentic versus human pull requests,.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.488450Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:9b1ada4bf1dfb828a207fc976e8a046cde6ce987d996a0278526e6d2329f6c40

Observation 4f402d6c-c0be-42f5-b5fd-948d89edba6e · outbound

This paper cites Lgtm! character- istics of auto-merged llm-based agentic prs,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.763748Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:50410fdba07eb66f7a9db719c456edff8da369f783010b7e2c3f5f5ee5864cbe

Observation 6a3bb201-b777-4239-8cc4-761c46490b47 · outbound

This paper cites Habituation at the Gate: Rising Approval and Declining Scrutiny in Human Review of AI Agent Code.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.490888Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:7ca418f2c7a292b1e555ca26da80211d5aa275c98b73db5658b5da2558cf7da4

Observation 1f8af07a-1056-4115-a976-cb9812254b1c · outbound

This paper cites Pearl and D.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Pearl and D

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.755258Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:2d47098f95013bbddb6d03dbf118b284fc135fbb4f4c40049be8ba281bb3dfcd

Observation 402b45af-f0b9-4b51-a4a6-2718242e464e · outbound

This paper cites Guidelines for including grey literature and conducting multivocal literature reviews in software engineering,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.748998Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:c5b0ecf45f61bfbf7e64bf3a7f52e67dc5d9ae8ad99b8f7c1323b18cb3b1d195

Observation 54922111-067d-46c8-9162-cd77bcb3d231 · outbound

This paper cites Thematic-lm: a llm-based multi-agent system for large-scale thematic analysis,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.769026Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:d600d2986c30040bb5c1242b1efd159c83ed5a6bd930f7b6a290ff744ca20682

Observation 0ce27ac4-f369-4eef-9e47-c3c3bf2e6664 · outbound

This paper cites Design and code inspections to reduce errors in program development.

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

Resolution
verified exact
doi, observed 2026-07-10T14:27:07.258829Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:4a609a68784cf45744061f5cf5c60d2ad6d0adf4b3388ffda39b8c0753d4a689

Observation 1e585ede-db5c-46e7-8b3f-dbca8a73a433 · outbound

This paper cites Work practices and challenges in pull-based development: The contributor’s perspective,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.747089Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:1a1345a50d1225870d6dba97307378f1311d2a6a3fa49d2944a9b0a9fee7c7af

Observation 826d64cf-cf4b-4fb6-bd8c-195d160d0770 · outbound

This paper cites Quantifying and mitigating turnover-induced knowledge loss: case studies of chrome and a project at avaya,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.771051Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:0d0289828633fa987186c6993d986652b2f66d9a9ba98d8835b9bcb316be9f06

Observation ad8c1ac9-67a2-4a62-a439-6f67c5aa40aa · outbound

This paper cites Modern code review: a case study at google.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.752438Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:87931899612d37044ed4f02995c6db1ec325d68e14211efd9a6f04008bba92f1

Observation 38e67355-5530-4215-b45e-317362d2d05a · outbound

This paper cites A systematic literature review and taxonomy of modern code review,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.701443Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:498e3858e2f1390510a5cb4f882333f226214e4f7d7ebfb790d01c52f06dea2d

Observation 19dbd118-b4a2-437d-8683-8f2bcbb98a41 · outbound

This paper cites Information needs in contemporary code review,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Information needs in contemporary code review,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.745081Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:841830f62ff5138d4fa7273181febaf6e9af985c8b1cc6a7be15bb2a5e4c9b28

Observation 60d46c45-5c44-4f91-bce3-c3814bfedd6b · outbound

This paper cites The impact of code review coverage and code review participation on software quality: A case study of the qt, vtk, and itk projects,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.767204Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:9a9064afc89d847972de8cc1e7d8bc6c03660480400c399fc9c7d1c3299eb10b

Observation 3bd39b08-efa8-4a8b-a2bf-89309896d9f4 · outbound

This paper cites Help me to understand this commit!-a vision for contextualized code reviews,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.703257Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:75d2fff696410c42970e8f182ab5ad13dc205d82b7d1e798db06283cdb084a48

Observation 216b86ca-0141-4f7d-84ba-95859b21103a · outbound

This paper cites Code review comprehension: Reviewing strategies seen through code comprehension theories,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.736520Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:de1e05e3d512e33fdc43ac792a2fcb85b3b562dced9fa203348f01a0804acc1f

Observation 7c883380-f051-4fe0-8765-92a94eaea2bd · outbound

This paper cites What makes a code change easier to review: an empirical investigation on code change reviewability,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.724544Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:8ffbe07216cae886bb4fe10708215df1b37ba112571a0b6b1c31d0f8437370d8

Observation 4b91a5eb-9cca-4dd7-9890-784454047b86 · outbound

This paper cites First come first served: The impact of file position on code review,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.758406Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:6a8dc3fe37afb16d9faac1ca90418b2157a915a22ecddce39092318def942fca

Observation 482f6dc7-baf4-4baf-9dda-97408e730a61 · outbound

This paper cites Predicting faults using the complexity of code changes,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.734488Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:881fdc33b2ea8258a63c47d03564f5893fba44ca433a56ebeb2e34f5bd378b2e

Observation 83420982-540d-41e5-9463-3eecbe275711 · outbound

This paper cites Use of relative code churn measures to predict system defect density,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.750489Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:853e6deae67ac34f69563461e108b5b6dc212ddf5d18991bf0bc99cdefbc100e

Observation 2bc3fd74-3b02-4c7e-a961-17ecc33a8ed9 · outbound

This paper cites The present and future of bots in software engineering,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.743402Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:1810484ec14fb37ce844c60a8bef6b66cce150d08bface1ef9ad7169da8d1a65

Observation c01c618e-467e-4369-9860-d2a0e1c8b41b · outbound

This paper cites The github de- velopment workflow automation ecosystems,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The github de- velopment workflow automation ecosystems,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.756729Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:a07f4f47c237a0827656b772a96d3759ec30a5856cc96ab99cf3ccd65da98d89

Observation 147a35bc-f4e7-4b18-a167-81f906359ade · outbound

This paper cites Suggestion bot: analyzing the impact of automated suggested changes on code reviews,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.757027Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:f49d1de28904a427d8ad5d89428b1889caa9c9d0b79dc980783f5c80935969c3

Observation 84397bf2-1d6e-4f87-b2f7-12200b5d4e8c · outbound

This paper cites Automating patch set generation from code reviews using large language models,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.754988Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:64b4aa55da5a3ecbea7e708350d4b83ab54beeb6f9af3d2634978316a49bef17

Observation b1fd74a8-fae9-4e40-a201-7719813e0410 · outbound

This paper cites What to expect from code review bots on github? a survey with oss maintainers,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.729865Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:4dfec130a9e21cd8f2c73b3a286abfa15689a3c40526aaed37960fd11e2a67da

Observation 3ef8b0cc-5d69-4e54-9ce3-f458eef6167d · outbound

This paper cites Don’t disturb me: Challenges of interacting with software bots on open source software projects,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.727756Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:30d431efe73d88c9440b3f71215bda9fcf1f63f855f1044320eced2e1f23bd9a

Observation b17aaf7e-1347-4560-8669-5e95a0c93c0e · outbound

This paper cites A ground-truth dataset and classification model for detecting bots in github issue and pr comments,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.725630Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:1a7d36f0512a139ec6c78303781b33372c4447d1b756d1db8b5e992f8ef6ad6a

Observation 91ad1154-a2f4-4949-83c4-95314df4aa9f · outbound

This paper cites Impact of LLM-based Review Comment Generation in Practice: A Mixed Open-/Closed-source User Study.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.429890Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:5f40b54e403a4d3f4bbf3a23f22355de956a3e156d9888a535cacf72b954d98b

Observation 4eca66f4-b27f-453f-bd59-a22f670aa2a5 · outbound

This paper cites Agents in the wild,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Agents in the wild,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.719531Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:acfea8174b39130a8805c551995a7a630604921098baf75a954997b673cf5125

Observation 6cc17157-22df-4a65-bec7-02de8902ef1c · outbound

This paper cites These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.471842Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:68666b4f1e499b297441698399a1bf4161f6fd7bad0588a678c70c9531499041

Observation 35152c8a-3f5d-4dba-88ea-78bb3a8aca53 · outbound

This paper cites Why Are Agentic Pull Requests Merged or Rejected? An Empirical Study.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.456668Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:705bd834cc0b6d58e034bace770762fa22bbcda75a9ab4840981a7a637710a2b

Observation bd247522-fd93-4cea-a18d-227b44fe5a19 · outbound

This paper cites The nature of theory in information systems1,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The nature of theory in information systems1,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.713453Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:2274a3dcd3f49f7a51b5a28cddcc7448eae688d101fc980d8b28344c4e72effd

Observation 0d852562-0379-4fda-afe2-1761bdd75876 · outbound

This paper cites Building theories in software engineering,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Building theories in software engineering,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.709359Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:21a6f823e9bc5207570386d7aae40d4986fb92c8d910cc8a443856f7e015288d

Observation 0ee4d20d-825e-43fe-a514-a1006bcadbfb · outbound

This paper cites Theory-oriented software engineering,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Theory-oriented software engineering,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.752135Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:8f27d542a456469b216fbe28566908dc043897c4cc09de7b1341bb8d29d362d3

Observation e2577b28-53b9-4f9a-bf14-afc345a4dd53 · outbound

This paper cites Charmaz,Constructing grounded theory: A practical guide through qualitative analysis.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.765245Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:f86c8a4d00c47352bc76968ae0706d39da7184fcaca90feb70ba279b1673e637

Observation 3c60c9b3-1268-48b0-9df5-02ad0d5dfbae · outbound

This paper cites Corbin and A.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Corbin and A

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.676434Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:6e6dba0533514360deffebdca889d16f5f02e72d3fa6aab229181b8d554ce99b

Observation c7a9aba5-b8b6-4e28-9376-2e21be24375a · outbound

This paper cites Grounded theory in software engineering research: a critical review and guidelines,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.726383Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:19a1890210b7b3747743e3d56f8e01e0f08e3f24e76ee7c55f7856b4e7c873cc

Observation fdb9d648-1988-4cff-9e2a-519807e22633 · outbound

This paper cites Architectural technical debt: A grounded theory,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Architectural technical debt: A grounded theory,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.705385Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:5db1b96351edffff00eff82fc0be221ce2a51657686c5169e3f9948e6b874ea5

Observation c49a80cc-4749-451e-8cfc-8ee2b1855941 · outbound

This paper cites A Grounded Theory of Debugging in Professional Software Engineering Practice.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.483446Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:eab26a0cfb44d6eeb88a58baf0bebba91df4fec5f38040f47c5a35886b5d4cca

Observation 731352fa-eaf5-4227-853a-0fd67a35f20f · outbound

This paper cites How does Software Change?.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse How does Software Change?

Reference 63

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.467331Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:1935218f7361eb72842aecd9ee46c89d9b90c392154c38115a241b944dededd7

Observation 7e8dce3a-3420-4c56-b9aa-739ea86cb422 · outbound

This paper cites Arctic shift: a reddit data archive and query api,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.707466Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:f68748e30e0f131b8dae25894f70192d73bbcd1703353c3a5e18867632c8b54a

Observation f5d69652-e249-4be9-8202-4c231ac9efcf · outbound

This paper cites Using thematic analysis in psychology.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Using thematic analysis in psychology

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.715441Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:ed89fa4154db83a746290914d2bff3da085925df85645b01b9d460a89dae7b5e

Observation c072e513-df63-4243-9108-865cdf7e2656 · outbound

This paper cites Guidelines for Empirical Studies in Software Engineering involving Large Language Models.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.481067Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:ccc6246b0f9fc0c12edefa8ff4c648ed06652a9573291ea899ae5384ae96ac0d

Observation 50d81fcc-5d88-4059-a809-a7e8e1b5c878 · outbound

This paper cites Computational grounded theory revisited: From computer-led to computer-assisted text analysis,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.739125Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:6354ce2a357fd01002c0b665ae52796be5bbcca2f6af9d1511cbac5f9eb15882

Observation 87c27c30-d486-42e4-b212-98aef700a92b · outbound

This paper cites Performing an inductive thematic analysis of semi- structured interviews with a large language model: An exploration and provocation on the limits of the approach,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.742311Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:fdec683f9ec92297054bfbcc65293b56a993cb01be737596ef76a21098afa967

Observation 93f84011-d0f6-431b-8b7d-ae67f5af39c1 · outbound

This paper cites From the editors: What grounded theory is not,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.744138Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:f2e3a614e151de838713f1c086f6d45ee684512c8c473da15862f3e6a894f22d

Observation 1443d61f-7276-4289-8c2b-244ffb0b52a6 · outbound

This paper cites Towards a theory of software development ex- pertise,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.760103Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:e11a95af5fd0b12e532dd6b17c32b290b9e24c491bddaec69e646ce509fae9e2

Observation c840d683-d81b-4723-b2c1-045b0ffc7a9e · outbound

This paper cites From Industry Claims to Empirical Reality: An Empirical Study of Code Review Agents in Pull Requests.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.449901Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:d18d39576a325b075d8fca5792f698a96f42ae10244acd4ba8ead476d78e34b9

Observation 78f28115-d693-4cea-b248-f8c83cc939a4 · outbound

This paper cites A Large-Scale Comprehensive Measurement of AI-Generated Code in Real-World Repositories.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.463626Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:001f7cf069d6014f08ff87f6ecf887c5ba38ee56afb78a3e4994f8fe670f842b

Observation 734c913a-2243-45fe-b928-5a824268159e · outbound

This paper cites The dose makes the agent: Therapeutic index analysis of ai coding contributions,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.705027Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:091a9bdd8034ca34b2f3a29ef151aed3b80c1c2dc7398efb98e135126e3812b7

Observation 06661674-5ce9-4573-af00-98e076e73087 · outbound

This paper cites Where do ai coding agents fail? an empirical study of failed agentic pull requests in github.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.461194Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:62c034964eea66fcf12ec710ce7b4134dbffc7ed5ee59553eef0bed6b424235c

Observation 5007f44b-cd90-41bd-9cde-8321943ec2a9 · outbound

This paper cites Rahman, M.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Rahman, M

Reference 76

Resolution
metadata mismatch
arxiv_id, observed 2026-07-10T14:27:07.438823Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:d454a2b719f174ffe2b6a96bacb2e94b4b4520f6777cd3ec5f3220fa832a9127

Observation e6b3d9ee-8872-4d8b-8d0d-63c1de83c052 · outbound

This paper cites When ai teammates meet code review: Collaboration signals shaping the integration of agent-authored pull requests,.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.488970Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:bc651779631f971f79e4f48056c824b7f75076cd86bd4ea874352b8349450800

Observation a6c70bf0-a8b1-4f9b-9aa8-1d2cdf90bb56 · outbound

This paper cites On autopilot? an empirical study of human-ai teaming and review practices in open source,.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.478664Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:b7c70339e6a0044e0134cf655cd5b756a34da331188af69ea9b103003a43e594

Observation a25b7980-82d7-4163-aea3-a6204f6a38ff · outbound

This paper cites Understanding dominant themes in reviewing agentic ai-authored code,.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.432210Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:0c570eb43f1bee90c350e43ad8ea901c47632f5965acd12f6e22ce6d4bf91add

Observation ef2ab0d4-fb78-467d-ae69-9073aa82ee0b · outbound

This paper cites On the Footprints of Reviewer Bots Feedback on Agentic Pull Requests in OSS GitHub Repositories.

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

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.480175Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:4cf9c2ef5492ae869f57904b256714b5b6650544f760bfa9f9a6ad269a654e38

Observation 1f143b71-0dae-4741-9f80-f9d68329da54 · outbound

This paper cites The generative AI policy landscape in open source,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.686123Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:6ccd0f8641af548fcb27302b84ae62b594b5e23c376d37941d7c0251a5a6d78b

Observation 3abeff5d-4653-49cb-845a-8552ae34e86b · outbound

This paper cites Why agentic-prs get rejected: A comparative study of coding agents.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.458340Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:b74cf172a5c8ddfa52470773f3979d395248286982b8e5c50d66d6cab18dc9d8

Observation 44d2d64d-28c4-46ca-9104-1f83983b86a4 · outbound

This paper cites The quiet contributions: Insights into ai-generated silent pull requests,.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.455645Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:4ea121c47fe3521f452d5bd50f1e417e94d73606289304b516fa71d77fa11731

Observation 431c4f39-3e6f-4622-9b1d-983026d2d143 · outbound

This paper cites Beyond bug fixes: An empirical investigation of post-merge code quality issues in agent-generated pull requests,.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.466310Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:afefc42f8f998a373eac2036304eff434dc3dc2740b17dce1a8dab29a0f756bb

Observation 03a7fd3d-58f5-429a-92b3-044f72b00378 · outbound

This paper cites Trust dynamics in ai-assisted development: Defi- nitions, factors, and implications.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.693768Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:3561e8a589dc4548f0163ed4e21e3e97712bf44914d72ede9f262562a2e0df26

Observation fd7f0db4-af23-4709-a67f-ea69f7d8be7b · outbound

This paper cites Do users write more insecure code with ai assistants?.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.750680Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:fc4030d9ee3f215d709f474d2131a6c98c40932006f90ca9524bf2ef40c41a24

Observation 5dbb00f0-0148-434a-85d1-51af6b0d1dc8 · outbound

This paper cites More code, less reuse: Investigating code qual- ity and reviewer sentiment towards ai-generated pull requests.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.486247Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:c6f62c22fd2531e2bb7c37ecf316b47c2dcfaad33a6ec746d144dd219bb7151c

Observation f3e7ae74-9c20-4b1a-bf58-f96ccc675174 · outbound

This paper cites Human oversight of agentic systems in practice: Examining the oversight work, challenges, and heuristics of developers using software agents,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.693539Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:be9f4df71801f61f17eb7c88370f1b95c3504ad9ade1c215d8cf78650e8b5315

Observation 0cd83c86-5794-4a00-9e31-abe7fb447976 · outbound

This paper cites agent-authored.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse agent-authored

Reference 89

Resolution
malformed identifier
raw_fallback, observed 2026-07-10T14:27:07.699144Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:825a3ba6ae1fb6a6835760ef7beaa5d71c23638ac1b664c59126f1a509b104c5

Observation e109058e-413f-4e5e-b8d8-a3ef0c93310f · outbound

This paper cites an unresolved cited work.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-07-10T14:27:07.691752Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:7d3570f6d548d8d55ec791955bf2a88e6f29d2bed3a57a18af654d01fcabbd06

Observation 1423ef2f-63f1-4f11-ba37-024b963ad0af · outbound

This paper cites an unresolved cited work.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-07-10T14:27:07.697414Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:78388e29658daad0750571ea78d86b9b395e31ea38d9407689c7392d64a96136

Observation 4498d6d2-f15e-4d29-8af0-b9ccd90761f4 · outbound

This paper cites an unresolved cited work.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-07-10T14:27:07.695390Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:7d24d8ccde87a89cd37d43bc49b74808cdf84d7ed6b3397094b56ad4eae5efd5

Observation e247a1c9-c9dc-4028-924e-4fe5b7e70ad0 · outbound

This paper cites The bottleneck shifts from writing code to reviewing it.

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

Resolution
verified exact
arxiv_id, observed 2026-07-10T14:27:07.477600Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:17f1ee449e612f4fd0f471be163e068fa6c317b3ce36e181f40cde7ab19389e8

Observation 3278f52f-0471-406b-bada-9effbe480378 · outbound

This paper cites Expectations, outcomes, and challenges of modern code review,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.645904Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:83d279633181d467e5d3358551936d502f80db9aaa1d26a88895540e869e2d4e

Observation 5f9f9596-53e9-470e-992d-656e9264d8e6 · outbound

This paper cites Boosting automatic commit classification into maintenance activities by utilizing source code changes,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.645499Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:dc8bed587902b72b799b609994e50ac426d432ed846996d707ce365b2765eb09

Observation f0e6c28c-e66b-432e-94b0-5889e14da905 · outbound

This paper cites The statistical crisis in science,.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse The statistical crisis in science,

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.641842Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:4a26df886ec00e178b33f6fe099e6cac867e6cea845d41e1c05730ce8a62af7c

Observation 2a4428b2-93a3-48a4-abfb-9147bcb41f50 · outbound

This paper cites Many analysts, one data set: Making transparent how variations in analytic choices affect results,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.658747Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:80690ab1008d1a5ef1f2a36720d2275378bfa891d36425d85383ab81fdd10b78

Observation 0fdb4cb9-b278-4a40-ab98-68cc3b0dbd0b · outbound

This paper cites Exa: a neural search engine for the web,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.666227Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:4e115d2024b91e628ec8d33a1973fafa06d83d05f2f4ee13b77e2f1d5874cbd0

Observation 8db2b971-0df3-4adc-91a0-e680b63e2121 · outbound

This paper cites Thematic-lm: a llm-based multi-agent system for large-scale thematic analysis,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T14:27:07.668054Z

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.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:a61beb2264cfc16901c82dd76c1519d68e88141f67d5ace9ba2afcf40ea884b3

Pith citing papers

No inbound Pith citation observations are available.