{"id":"W3172311582","doi":"10.5858/arpa.2020-0702-ep","title":"Hot Seat Diagnosis","year":2021,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeridge Health; Brampton Civic Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Formative assessment; Summative assessment; Service (business); Medical physics; Medicine; Scale (ratio); Medical education; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0008630719,0.0005412576,0.0004063133,0.001045587,0.0005996787,0.0009361441,0.0008611115,0.0008473836,0.01175596],"category_scores_gemma":[0.003949933,0.0001730256,0.0004577708,0.0005180751,0.0005430549,0.0008029906,0.001323462,0.0007581016,0.003241026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007880466,"about_ca_system_score_gemma":0.001090614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002134266,"about_ca_topic_score_gemma":0.001993414,"domain_scores_codex":[0.9991742,0.0001389551,0.000111735,0.0001799747,0.0001897192,0.0002053389],"domain_scores_gemma":[0.9978791,0.0003048107,0.000769867,0.0001512709,0.0004017661,0.0004931948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001197998,0.0003318906,0.6981017,0.001271441,0.0001408786,0.03167541,0.001346619,0.001029322,0.01169893,0.001778124,0.02624666,0.2251811],"study_design_scores_gemma":[0.0001239855,0.002397037,0.5102105,0.002151745,0.0003483853,0.3806053,0.005044281,0.005904506,0.02461112,0.004676034,0.06376515,0.0001620046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8551263,0.01325018,0.04599402,0.007160461,0.001915612,0.001110945,0.002895218,0.001105876,0.07144143],"genre_scores_gemma":[0.9827971,0.002386896,0.006921224,0.001374074,0.0005679767,0.00006724417,0.0007806291,0.00006264744,0.00504221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01175596,"threshold_uncertainty_score":0.03932762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01559805038614767,"score_gpt":0.3232020555599459,"score_spread":0.3076040051737983,"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."}}