{"id":"W2901754123","doi":"10.1177/1203475418814228","title":"Aesthetic Dermatologic Surgery Training in Canadian Residency Programs","year":2018,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Dermatology; Curriculum; Residency training; Competence (human resources); Family medicine; Medical education; Continuing education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001471534,0.0001719923,0.0008136338,0.0008616726,0.0001202023,0.00001711442,0.00009161835,0.000117292,0.0003653771],"category_scores_gemma":[0.000644532,0.0001231054,0.0001147204,0.0003118748,0.0004792997,0.00008395747,0.00001121394,0.0002954595,0.00002046156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004495603,"about_ca_system_score_gemma":0.0006540898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01971073,"about_ca_topic_score_gemma":0.04633852,"domain_scores_codex":[0.9979333,0.0001873734,0.0008696301,0.0001689088,0.0002341675,0.0006065648],"domain_scores_gemma":[0.9981771,0.0007952764,0.0003275718,0.0001497329,0.0001932299,0.0003571015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0002190941,0.00006728958,0.5382733,0.0000398847,0.00008017688,0.0472073,0.01759229,1.396035e-7,0.00001748404,0.0004109684,0.1981118,0.1979803],"study_design_scores_gemma":[0.001439197,0.001841709,0.1074488,0.003413906,0.0003245508,0.4367796,0.03791164,0.00002261239,0.00002333516,0.01253402,0.3971971,0.001063523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599395,0.009206573,0.000008031263,0.01974914,0.001574245,0.00008394819,6.448404e-7,0.00001447331,0.00942349],"genre_scores_gemma":[0.9958989,0.0007835946,0.00004331871,0.002374236,0.000659338,0.000003467966,0.000001395524,0.00001648441,0.0002192897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4308245,"threshold_uncertainty_score":0.9868171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07915225333126949,"score_gpt":0.3215560713489241,"score_spread":0.2424038180176546,"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."}}