{"id":"W4376279092","doi":"10.3389/fcomp.2023.1178040","title":"How social interactions can affect Modern Code Review","year":2023,"lang":"en","type":"article","venue":"Frontiers in Computer Science","topic":"Software Engineering Research","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Innopolis University; Russian Science Foundation","keywords":"Team software process; Process (computing); Computer science; Code review; Software quality; Quality (philosophy); Software; Personal software process; Software development; Software engineering; Software development process; Process management; Engineering; Software construction","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":[0.001282225,0.0001607818,0.0002531421,0.0007689085,0.0002857367,0.0005576671,0.002807504,0.00003377476,0.000001066049],"category_scores_gemma":[0.0003334516,0.0001610191,0.0000726471,0.005256235,0.0002426142,0.00101781,0.001037225,0.0003279716,0.00002163437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003112564,"about_ca_system_score_gemma":0.0002663675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008089871,"about_ca_topic_score_gemma":0.000007009918,"domain_scores_codex":[0.9974666,0.00007771247,0.000177336,0.0007360925,0.000824459,0.000717839],"domain_scores_gemma":[0.998799,0.0002046515,0.00005184312,0.0006691345,0.0001244265,0.0001509521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002162354,0.00005409371,0.0106356,0.0003295163,0.00001717993,0.0001398824,0.001803723,0.003486885,0.0002607115,0.001278326,0.1896333,0.7923586],"study_design_scores_gemma":[0.0001492233,0.00003255794,0.01925791,0.000305155,0.000002030163,0.00001744587,0.000006391112,0.9739385,0.0001623357,0.001987275,0.003889627,0.0002515188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002724682,0.0006047087,0.9833966,0.009023767,0.00334831,0.0002601859,0.000003487359,0.0006047433,0.00003351505],"genre_scores_gemma":[0.5630081,0.0005781688,0.4344451,0.0009810568,0.0003738487,0.0001154641,0.000005049487,0.00002953751,0.0004636222],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9704517,"threshold_uncertainty_score":0.656617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03196546461706035,"score_gpt":0.3075354087342941,"score_spread":0.2755699441172338,"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."}}