{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09678905,0.0007082442,0.001177033,0.004738653,0.007583562,0.02058287,0.00461794,0.0108832,0.004731936],"category_scores_gemma":[0.1936062,0.0008747622,0.0008290467,0.004252049,0.02854056,0.02259165,0.0103853,0.01029564,0.002742838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00786183,"about_ca_system_score_gemma":0.01585395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005146816,"about_ca_topic_score_gemma":0.005521915,"domain_scores_codex":[0.8849905,0.0630464,0.004861034,0.006559724,0.03759873,0.002943579],"domain_scores_gemma":[0.5870537,0.287298,0.01476043,0.02375521,0.07182714,0.01530555],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001187669,0.0002444572,0.004153342,0.003051034,0.000101788,0.001140348,0.02807595,0.001674365,0.0005655588,0.2762411,0.12514,0.5594934],"study_design_scores_gemma":[0.00009841439,0.0001794734,0.003787108,0.002208804,0.00003153058,0.001048506,0.01174201,0.001162037,0.0005294565,0.2344897,0.7445889,0.0001340126],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01353022,0.1335705,0.05931094,0.6559158,0.008357276,0.0002131217,0.00005042368,0.0006234655,0.1284283],"genre_scores_gemma":[0.5969913,0.1787229,0.06473467,0.08828709,0.02861984,0.0008417367,0.0001165441,0.001284122,0.04040172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9032109,"threshold_uncertainty_score":0.5118756,"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."}}