{"id":"W3096880519","doi":"10.3747/co.27.6885","title":"Improving Formative Assessments in Canadian Medical Oncology Residency Training","year":2020,"lang":"en","type":"article","venue":"Current Oncology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre","funders":"","keywords":"Formative assessment; Medicine; Residency training; Medical education; Clinical Oncology; Training (meteorology); Oncology; Family medicine; Internal medicine; Cancer; Continuing education; Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0299871,0.0009206978,0.0008920187,0.004411671,0.007062929,0.005122998,0.0049792,0.001175383,0.008456663],"category_scores_gemma":[0.09734304,0.0005767824,0.0008722287,0.004223456,0.001162641,0.00246228,0.00609113,0.002503424,0.001613606],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07008442,"about_ca_system_score_gemma":0.2006192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8221228,"about_ca_topic_score_gemma":0.9248927,"domain_scores_codex":[0.9761613,0.005763147,0.00127594,0.001090588,0.01181237,0.003896698],"domain_scores_gemma":[0.8952144,0.007301386,0.006692809,0.001589959,0.06429408,0.02490727],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007522638,0.002940713,0.2160895,0.001280351,0.0001161503,0.0002253255,0.01800009,0.001642695,0.0007923518,0.001364435,0.1314597,0.6253365],"study_design_scores_gemma":[0.0002561156,0.001857264,0.8480052,0.003625138,0.0001581889,0.000189098,0.01997488,0.004537568,0.001715115,0.00148864,0.1178295,0.000363248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7929655,0.01036032,0.008796874,0.0718383,0.005376782,0.007429887,0.006084593,0.001652383,0.09549534],"genre_scores_gemma":[0.9425165,0.004837795,0.03099068,0.005567135,0.0005663075,0.002365012,0.002231923,0.0001674278,0.01075711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9700129,"threshold_uncertainty_score":0.5085004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1734740557918338,"score_gpt":0.5078011763090964,"score_spread":0.3343271205172626,"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."}}