{"id":"W2027822975","doi":"10.1007/s11606-008-0513-4","title":"An Intervention to Improve Procedure Education for Internal Medicine Residents","year":2008,"lang":"en","type":"article","venue":"Journal of General Internal Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Arthrocentesis; Paracentesis; Physical therapy; Emergency medicine; Family medicine; Surgery; Alternative medicine; Ascites","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001517634,0.0002814111,0.0007155943,0.001104749,0.0001172362,0.00001400742,0.000451198,0.0001538524,0.0004905923],"category_scores_gemma":[0.004382972,0.0001962595,0.0001751832,0.0005061071,0.0002566348,0.000371953,0.00003703835,0.0006350907,0.00001330318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005094149,"about_ca_system_score_gemma":0.0005031758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006387489,"about_ca_topic_score_gemma":0.00001928395,"domain_scores_codex":[0.9964028,0.0000813623,0.001819626,0.0003322268,0.001042398,0.0003216018],"domain_scores_gemma":[0.9953347,0.00006700416,0.001003554,0.0003596538,0.002766806,0.0004682688],"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":[0.003524599,0.001317851,0.01511019,0.0004286135,0.0002900903,0.00007952678,0.004017615,0.00001319075,0.1205044,0.0006950555,0.7138253,0.1401935],"study_design_scores_gemma":[0.03797959,0.09235212,0.562799,0.02982775,0.001932011,0.02973953,0.0107886,0.005359116,0.0506903,0.00643596,0.1707952,0.001300736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9223328,0.0006513493,0.03665954,0.02834167,0.008972283,0.0007776411,0.000003299552,0.00002939959,0.002232068],"genre_scores_gemma":[0.93883,0.0001322729,0.01619803,0.0103922,0.01827339,0.00006547252,0.00005873492,0.00005876902,0.0159911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5476888,"threshold_uncertainty_score":0.8003228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558025533960238,"score_gpt":0.4069269667176962,"score_spread":0.3813467113780938,"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."}}