{"id":"W1991657405","doi":"10.1186/1472-6920-8-42","title":"International medical graduates (IMGs) needs assessment study: comparison between current IMG trainees and program directors","year":2008,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"IMG; Medical education; Likert scale; Curriculum; Health care; Medicine; Psychology; Pedagogy; Computer science; Political science","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":[0.002984984,0.0002642215,0.0003154595,0.002213547,0.001637916,0.001102432,0.0005529057,0.0006167144,0.00243819],"category_scores_gemma":[0.007523231,0.0002891821,0.0004117234,0.001587328,0.0008095595,0.001013358,0.001858971,0.000883303,0.0003340212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00377023,"about_ca_system_score_gemma":0.005147087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05262242,"about_ca_topic_score_gemma":0.08089709,"domain_scores_codex":[0.9984593,0.0002343641,0.00009912031,0.0001053133,0.0004303291,0.0006716007],"domain_scores_gemma":[0.9934319,0.0005637246,0.00136034,0.00009945834,0.002033675,0.00251102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000926164,0.0003845424,0.9700279,0.00005763415,0.00001622903,0.0001394,0.02114017,0.00002325727,0.0002539972,0.00006716231,0.0009567483,0.006840337],"study_design_scores_gemma":[0.00001434334,0.0003751944,0.9459693,0.00002952094,0.000008393615,0.0001376332,0.05177392,0.0000641367,0.0000829167,0.0000176651,0.001519056,0.000007808413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987739,0.00005413521,0.00002430823,0.000171107,0.000007180541,0.00003989549,0.00008462089,0.000001948164,0.0008430188],"genre_scores_gemma":[0.998724,0.00009332944,0.0001093551,0.0001618833,0.0000111953,0.00008014982,0.0002060658,0.000002315965,0.0006117196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05262242,"threshold_uncertainty_score":0.1046322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227048402363746,"score_gpt":0.5552316045201652,"score_spread":0.4325267642837906,"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."}}