{"id":"W2795654985","doi":"10.22454/fammed.2018.912108","title":"Common Factors Among Family Medicine Residents Who Encounter Difficulty","year":2018,"lang":"en","type":"article","venue":"Family Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Family medicine; Medicine; Residency training; Gerontology; Demography; Medical education; Continuing education","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":[0.0007880522,0.0002629012,0.0003572503,0.001497667,0.001337109,0.0006018325,0.00050441,0.0006147411,0.003212738],"category_scores_gemma":[0.007088551,0.0002426059,0.0004497435,0.001402868,0.0005907157,0.0006157057,0.001101401,0.0009054082,0.0001361801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199295,"about_ca_system_score_gemma":0.002475585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04344526,"about_ca_topic_score_gemma":0.06735805,"domain_scores_codex":[0.9986538,0.0001937398,0.0001708015,0.0001828243,0.0004357981,0.000363012],"domain_scores_gemma":[0.9951089,0.0006717775,0.002653574,0.000136834,0.0004749275,0.0009539447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001404217,0.00002366926,0.9976506,0.00001525146,0.00001593899,0.0001521596,0.0003201106,0.00001183325,0.00004323216,0.0000146342,0.0001628597,0.00157572],"study_design_scores_gemma":[0.000001653525,0.00003884973,0.9973609,0.00003289138,0.000008674476,0.0005986148,0.001626169,0.00005123266,0.00002421664,0.00003082897,0.0002210367,0.000004923195],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983956,0.000443388,0.00008132704,0.0002857031,0.00001131923,0.00002178982,0.0001577402,0.000004013278,0.0005989762],"genre_scores_gemma":[0.9994412,0.0001863057,0.0001032747,0.00004271033,0.00001128032,0.000007745854,0.0001245637,0.000001422245,0.00008153933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04344526,"threshold_uncertainty_score":0.08638477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06807672883487759,"score_gpt":0.3388207450760569,"score_spread":0.2707440162411793,"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."}}