{"id":"W2148854374","doi":"10.1145/2491411.2491444","title":"Convergent contemporary software peer review practices","year":2013,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":301,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Software peer review; Software review; Software; Android (operating system); Code review; World Wide Web; Software inspection; Software technical review; Data science; Software engineering; Software development; Software development process; Software quality; Software construction; 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":[0.06591981,0.0003508906,0.0007510504,0.007477292,0.006268153,0.01051146,0.003200315,0.002330622,0.003586183],"category_scores_gemma":[0.2612812,0.0006336101,0.0004807482,0.005049741,0.01129403,0.006861081,0.007199256,0.002374454,0.001015859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007536173,"about_ca_system_score_gemma":0.008451839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003197859,"about_ca_topic_score_gemma":0.003892498,"domain_scores_codex":[0.8660275,0.0545605,0.006750944,0.01636721,0.05272941,0.003564441],"domain_scores_gemma":[0.4985318,0.2698434,0.06439555,0.05239045,0.1017473,0.01309147],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003539727,0.0004021861,0.1512962,0.002250377,0.0003841119,0.001550717,0.3253777,0.002165177,0.008111614,0.08195911,0.01043596,0.4157128],"study_design_scores_gemma":[0.0002031581,0.001327874,0.3875415,0.002829039,0.000238678,0.004252526,0.1784279,0.008623498,0.007246234,0.08211926,0.3266758,0.0005144302],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8491365,0.0110261,0.03014489,0.01248688,0.0002682063,0.0004753492,0.0001004903,0.0003767193,0.09598473],"genre_scores_gemma":[0.990333,0.001708332,0.00417551,0.0005419049,0.0001972516,0.0001145557,0.00003337349,0.00007348223,0.002822604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9340802,"threshold_uncertainty_score":0.3486214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07734132822184826,"score_gpt":0.3324186486525014,"score_spread":0.2550773204306531,"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."}}