{"id":"W3168199956","doi":"10.1111/medu.14582","title":"Remediation: The best CPD and vice versa","year":2021,"lang":"en","type":"letter","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Versa; Vice president; Bourgeoisie; Environmental remediation; Psychology; Sociology; Medical education; Political science; Medicine; Law; Computer science; Management; Biology; World Wide Web; Economics; Ecology","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":[0.008962689,0.0003939943,0.0008710609,0.0007205149,0.006122656,0.006846002,0.001573794,0.04815312,0.007746507],"category_scores_gemma":[0.03931408,0.0003457432,0.0009313337,0.000427788,0.01111306,0.00876169,0.003375122,0.0399511,0.002182049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005892261,"about_ca_system_score_gemma":0.01296104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01287091,"about_ca_topic_score_gemma":0.02482422,"domain_scores_codex":[0.990079,0.003034872,0.0009080031,0.001403476,0.002931745,0.001642825],"domain_scores_gemma":[0.9865541,0.007151578,0.0005034662,0.000755538,0.002417855,0.002617417],"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":[0.00009285068,0.0000974786,0.001426039,0.0001283174,0.00002888693,0.003061609,0.0008709015,0.0001644192,0.0003532672,0.1992867,0.747247,0.04724259],"study_design_scores_gemma":[0.00009888321,0.00005094301,0.0006900133,0.0005137433,0.00002697321,0.004252281,0.001667957,0.0004298663,0.0003391684,0.1249027,0.8669634,0.00006409588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003458939,0.001102607,0.0001576751,0.9870767,0.002918583,0.000003175477,0.000005756619,0.000006944245,0.008382788],"genre_scores_gemma":[0.01849037,0.001028903,0.0005106907,0.9583451,0.008553439,0.0000164676,0.000006866106,0.00002275908,0.01302548],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04815312,"threshold_uncertainty_score":0.04739982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424299970689367,"score_gpt":0.3276616396419417,"score_spread":0.313418639935048,"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."}}