{"id":"W2031623671","doi":"10.1503/cmaj.110-2025","title":"Rethinking peer review","year":2010,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"PolicyWise for Children & Families; University of British Columbia","funders":"","keywords":"Peer review; Computer science; Relation (database); Technical peer review; Data science; World Wide Web; Medicine; Political science; Law; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1065283,0.001720645,0.0024708,0.002963946,0.01064196,0.02319977,0.008332157,0.04557316,0.009325881],"category_scores_gemma":[0.4407226,0.001599438,0.002186871,0.002489841,0.01893807,0.01539283,0.00759697,0.07727166,0.01619575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009290124,"about_ca_system_score_gemma":0.01941896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005605537,"about_ca_topic_score_gemma":0.01131324,"domain_scores_codex":[0.8274872,0.05462808,0.01887004,0.009595877,0.08456637,0.004852466],"domain_scores_gemma":[0.5499529,0.2100991,0.0187787,0.0256195,0.169137,0.02641279],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001778992,0.000009572401,0.00006261145,0.0001319811,0.00001619372,0.0002079374,0.0002927891,0.0000212884,0.0001075395,0.004452425,0.9832268,0.01145309],"study_design_scores_gemma":[0.00002795526,0.00002920132,0.0001951082,0.0003166593,0.00001189592,0.0003355971,0.0002635196,0.0001428447,0.0001123676,0.006638104,0.991883,0.00004374237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001406854,0.004016378,0.001149961,0.6652188,0.3259011,0.00004413762,0.00002192973,0.0001657409,0.003341211],"genre_scores_gemma":[0.005202374,0.007294691,0.002756449,0.5186968,0.4531097,0.0001228852,0.00004546237,0.0003256953,0.01244603],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8934717,"threshold_uncertainty_score":0.5633823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1207004844745593,"score_gpt":0.4689176839278138,"score_spread":0.3482171994532545,"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."}}