{"id":"W3166307976","doi":"10.5489/cuaj.7302","title":"How can surgical programs use peer support programs in times of crisis?","year":2021,"lang":"en","type":"review","venue":"Canadian Urological Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Business; Computer science; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.003176466,0.0005673071,0.001424312,0.002089201,0.0009874386,0.002792752,0.001459017,0.002431382,0.006017523],"category_scores_gemma":[0.01466742,0.0002698985,0.0008896582,0.001973489,0.0008303829,0.002560099,0.001309253,0.002719596,0.0009449269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001750398,"about_ca_system_score_gemma":0.00880929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01935479,"about_ca_topic_score_gemma":0.05509306,"domain_scores_codex":[0.998801,0.0003720251,0.0001167636,0.0001237014,0.0004110248,0.0001754251],"domain_scores_gemma":[0.9936236,0.00390276,0.0006016079,0.00007028422,0.001347955,0.0004538514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009129395,0.000122684,0.00134383,0.02929811,0.0002331179,0.00009106665,0.0002931535,0.00009479517,0.00007925125,0.001815921,0.02880283,0.9377339],"study_design_scores_gemma":[0.0003233476,0.0002209972,0.01895069,0.1669267,0.001127305,0.0009872672,0.003586572,0.0001780845,0.0002436593,0.003613554,0.8037538,0.00008811828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005462194,0.9917123,0.00009617203,0.004906815,0.0009226225,0.00002646373,0.00003912933,0.000007043107,0.00174315],"genre_scores_gemma":[0.005599026,0.9914357,0.0004026348,0.001510725,0.0005661426,0.00003945336,0.00004340937,0.000003055453,0.0003997892],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01935479,"threshold_uncertainty_score":0.03848428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06522167694068963,"score_gpt":0.3335802342606705,"score_spread":0.2683585573199809,"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."}}