{"id":"W4223515363","doi":"10.1503/cjs.003522","title":"Should we be on the cusp of a major change in continued medical education?","year":2022,"lang":"en","type":"editorial","venue":"Canadian Journal of Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; Cusp (singularity); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical education; Virology; Pathology","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":[0.01463929,0.003081931,0.00391106,0.002811959,0.005233648,0.01229998,0.003980814,0.03393066,0.0129624],"category_scores_gemma":[0.06435627,0.001005271,0.002697971,0.001657137,0.00597104,0.008579355,0.001822886,0.04930419,0.008880218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006555027,"about_ca_system_score_gemma":0.01210542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007222567,"about_ca_topic_score_gemma":0.02281909,"domain_scores_codex":[0.9900126,0.001845945,0.0009962306,0.0007781275,0.005580988,0.0007861265],"domain_scores_gemma":[0.9349373,0.03089594,0.002186075,0.001281942,0.02091275,0.009786085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001972988,0.00001364257,0.00002370609,0.0002426526,0.00001638867,0.00007649602,0.00003817525,0.00001607202,0.00002572997,0.0006588604,0.9932752,0.005593449],"study_design_scores_gemma":[0.00005235812,0.00003093469,0.0002801437,0.0007252711,0.00004990866,0.0001570839,0.0002331881,0.00007108031,0.00005418557,0.001703195,0.9966101,0.0000324724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002705139,0.005270153,0.0000502251,0.1151451,0.878436,0.0000112791,0.00001709208,0.00003257229,0.001010481],"genre_scores_gemma":[0.0005427739,0.008417329,0.0001334105,0.09364621,0.891512,0.00002417126,0.00001732666,0.00002880964,0.005678046],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03393066,"threshold_uncertainty_score":0.07742089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06889421509647983,"score_gpt":0.3527732840987239,"score_spread":0.283879069002244,"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."}}