{"id":"W2036487649","doi":"10.1109/ms.2012.24","title":"Contemporary Peer Review in Action: Lessons from Open Source Development","year":2012,"lang":"en","type":"article","venue":"IEEE Software","topic":"Software Engineering Research","field":"Computer Science","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada; University of Victoria; Concordia University","funders":"Engineering and Physical Sciences Research Council","keywords":"Agile software development; Code review; Software engineering; Computer science; Software development; Software quality; Software inspection; Software development process; Software peer review; Personal software process; Process (computing); Technical peer review; Team software process; Asynchronous communication; Software technical review; Software; Process management; Engineering; Software construction; Peer review; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012839,0.0001720209,0.0002746838,0.0001025196,0.0001389931,0.0001377661,0.001807035,0.00007922348,0.00007160749],"category_scores_gemma":[0.001185285,0.0001676968,0.00004226712,0.000520015,0.00002083217,0.001126612,0.0009619943,0.0003258519,0.0003871982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001895892,"about_ca_system_score_gemma":0.0003438563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002330643,"about_ca_topic_score_gemma":0.00001644898,"domain_scores_codex":[0.99804,0.00009993,0.0002960148,0.0003737128,0.0007375018,0.0004529008],"domain_scores_gemma":[0.9982226,0.0006151513,0.00006329719,0.000714415,0.0001687996,0.0002157409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001363309,0.0003566034,0.2984864,0.0005901445,0.00008821364,0.00006818256,0.005679217,0.0001255786,0.000103583,0.000146458,0.4029065,0.2914355],"study_design_scores_gemma":[0.0004553923,0.00001498794,0.1398955,0.001209436,0.000003324682,0.0000138619,0.00002277815,0.00007444326,0.00162441,0.00007137873,0.8561887,0.0004258444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03996968,0.01998892,0.9276597,0.007641293,0.002150087,0.001127611,0.00001436503,0.001012204,0.0004361755],"genre_scores_gemma":[0.797359,0.0003061519,0.1920358,0.002058087,0.0003543476,0.0004050347,0.00005535849,0.00007003784,0.007356193],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7573893,"threshold_uncertainty_score":0.6838478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1696638496063756,"score_gpt":0.3791838742844237,"score_spread":0.209520024678048,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}