{"id":"W2990936893","doi":"10.4300/jgme-d-19-00155.1","title":"Cost-Efficient Medical Education: An Innovative Approach to Creating Educational Products","year":2019,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Thoracentesis; Computer science; Medical education; Medicine; Operations management; Engineering management; Surgery; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007968061,0.001104338,0.0003497634,0.003267867,0.001595895,0.007009694,0.00306977,0.001540189,0.01926068],"category_scores_gemma":[0.02053636,0.0006582092,0.0009452854,0.001586975,0.002473911,0.007088524,0.006300097,0.00223671,0.003698176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003861337,"about_ca_system_score_gemma":0.006363157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311246,"about_ca_topic_score_gemma":0.003001679,"domain_scores_codex":[0.9931874,0.002981695,0.0002761351,0.0004882645,0.002699687,0.0003667759],"domain_scores_gemma":[0.9872525,0.006050985,0.001119431,0.002438006,0.002052139,0.001086976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001171596,0.001094845,0.002856862,0.0009851936,0.00007273967,0.0003090621,0.002765285,0.003350219,0.005212952,0.143472,0.02678961,0.8129741],"study_design_scores_gemma":[0.0002937036,0.001941517,0.009323192,0.00205553,0.0002646169,0.002287905,0.005087527,0.02908094,0.01962857,0.1909545,0.7388601,0.0002217881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04895457,0.00171897,0.7370577,0.01616285,0.0005482933,0.00290084,0.0001565547,0.002908517,0.1895917],"genre_scores_gemma":[0.1813739,0.001540559,0.7874963,0.001517263,0.0002668228,0.001323769,0.0001427103,0.0005406039,0.02579797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01926068,"threshold_uncertainty_score":0.0644334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369877964969484,"score_gpt":0.3747936029833843,"score_spread":0.3378058064864359,"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."}}