{"id":"W4210594851","doi":"10.1177/08465371211065454","title":"CAR Peer Learning Guide","year":2022,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Misericordia Community Hospital; University of British Columbia; McMaster University; University of Toronto; Hamilton Health Sciences; Dalhousie University; Toronto General Hospital; University of Alberta; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); Peer learning; Peer review; Dissemination; Technical peer review; Multidisciplinary approach; Best practice; Peer feedback; Medical education; Computer science; Psychology; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002643941,0.00007107706,0.0002181197,0.0002631241,0.0005139119,0.00001811439,0.0001067355,0.00008902934,0.001172783],"category_scores_gemma":[0.003464316,0.00007223587,0.0001030052,0.0001768369,0.00002899153,0.00008409354,0.00001128495,0.0008767119,0.00001346811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003576328,"about_ca_system_score_gemma":0.001721223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004963802,"about_ca_topic_score_gemma":0.001662644,"domain_scores_codex":[0.9985897,0.0003711216,0.0003133758,0.0001097662,0.0003231254,0.000292936],"domain_scores_gemma":[0.998502,0.0001640873,0.0005817082,0.00009213869,0.000358354,0.0003017671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000268836,0.00002061266,0.637153,0.000004223782,0.0001512311,0.00006762274,0.0006988517,0.001430122,0.0002607148,0.0002153587,0.3577914,0.002180008],"study_design_scores_gemma":[0.0005128864,0.0002626354,0.2268252,0.000003943145,0.00006819695,0.001615147,0.00156837,0.0001544702,0.00001071943,0.00007465025,0.7688358,0.00006794115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9167771,0.0005401499,0.00007150949,0.05262507,0.00189493,0.0001509505,0.00002151021,0.00002169297,0.02789712],"genre_scores_gemma":[0.9605113,0.0001189527,0.0004633338,0.00112799,0.0004497458,0.000006523726,0.00005747221,0.00001077149,0.03725388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4110444,"threshold_uncertainty_score":0.9997403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903205973266901,"score_gpt":0.2981241138041179,"score_spread":0.2790920540714489,"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."}}