{"id":"W4300048882","doi":"10.26443/mjm.v20i2.856","title":"Sonoist: An Innovative Peer Ultrasound Learning Initiative on Canadian Teaching Hospital Wards","year":2022,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Teaching hospital; Nursing; Peer learning; Peer review; Medical education; Family medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004745256,0.001179156,0.0004015002,0.0009182925,0.002860768,0.00115984,0.003466661,0.0007214583,0.009287],"category_scores_gemma":[0.007414606,0.0003863868,0.0005247612,0.0006710021,0.001245792,0.001053699,0.005836878,0.0007987326,0.001357157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007312813,"about_ca_system_score_gemma":0.03306158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1561618,"about_ca_topic_score_gemma":0.4032145,"domain_scores_codex":[0.9967795,0.001076463,0.0001020299,0.0003358877,0.0008206617,0.0008855403],"domain_scores_gemma":[0.9875567,0.0009254344,0.0004009797,0.0003197155,0.001734417,0.009062644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00220545,0.01174497,0.05396024,0.001157939,0.00007824012,0.003474621,0.03701365,0.002491925,0.01193505,0.0008646252,0.04674545,0.8283279],"study_design_scores_gemma":[0.004298892,0.0438618,0.3405908,0.001279683,0.0002917362,0.003660798,0.1090052,0.01732369,0.01764223,0.001769214,0.4595658,0.0007102473],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654039,0.0003895337,0.007146721,0.002979795,0.0002538559,0.00312519,0.0006521791,0.001863695,0.01818522],"genre_scores_gemma":[0.8956973,0.001058031,0.07285739,0.00104743,0.0002847969,0.002536071,0.001331593,0.0002856445,0.02490181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1561618,"threshold_uncertainty_score":0.3105056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04435641956184009,"score_gpt":0.344434351655655,"score_spread":0.3000779320938149,"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."}}