{"id":"W2746895907","doi":"10.1503/cmaj.1095466","title":"July Effect? Maybe not","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Graduate medical education; Computer science; Data science; Medicine; Accreditation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004785192,0.0006214349,0.0006009288,0.0006759865,0.00610677,0.007327806,0.001470137,0.008199926,0.1014212],"category_scores_gemma":[0.02350277,0.0003588492,0.0008092286,0.0007797549,0.006683174,0.01288735,0.00347218,0.0179428,0.03193695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004888202,"about_ca_system_score_gemma":0.008978973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05287719,"about_ca_topic_score_gemma":0.1024298,"domain_scores_codex":[0.9965081,0.0007188459,0.0001425637,0.0004175166,0.001138416,0.001074608],"domain_scores_gemma":[0.9875033,0.001805402,0.0005963812,0.0006600167,0.004597198,0.004837629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003458612,0.00002324619,0.0005876142,0.00006536937,0.00000814849,0.0000635743,0.0002931589,0.00001852455,0.00006822427,0.01414192,0.9720773,0.01261828],"study_design_scores_gemma":[0.00001638015,0.00001799244,0.0008920029,0.0001868809,0.000007316878,0.00009990449,0.001669534,0.00001344952,0.00008846592,0.004523315,0.9924614,0.00002335124],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001026914,0.005760313,0.0004154569,0.8964747,0.04090151,0.00001883144,0.000318144,0.0002043025,0.05487978],"genre_scores_gemma":[0.02530709,0.00798481,0.0007410442,0.8086137,0.01504964,0.00004614794,0.0003672632,0.0006007762,0.1412897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1014212,"threshold_uncertainty_score":0.3392878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007368854222923158,"score_gpt":0.3427428920108921,"score_spread":0.335374037787969,"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."}}