{"id":"W1915526317","doi":"","title":"IMG candidates' demographic characteristics as predictors of CEHPEA CE1 results.","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"IMG; Graduation (instrument); Proxy (statistics); Medicine; Demography; Family medicine; Objective structured clinical examination; Gerontology; Health care; Medical 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":[0.0009032854,0.0001982243,0.0001608222,0.0006341949,0.0003566638,0.0003653728,0.0002231449,0.0003392373,0.002651987],"category_scores_gemma":[0.004187031,0.0001347294,0.0001806053,0.000595135,0.0002308938,0.0002582766,0.0003675696,0.0004595319,0.0004199182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003319194,"about_ca_system_score_gemma":0.0005774271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007391512,"about_ca_topic_score_gemma":0.0140445,"domain_scores_codex":[0.9996058,0.00006651669,0.00002956802,0.00004521312,0.0001339543,0.0001189348],"domain_scores_gemma":[0.9974247,0.0003901326,0.001157911,0.00006823538,0.000263589,0.0006955125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002547052,0.00001456548,0.9993668,0.000002789723,0.000003244,0.00001963676,0.00003592937,0.000007439716,0.00003293101,0.000003417512,0.00009714687,0.0003906914],"study_design_scores_gemma":[0.000001201362,0.00003676793,0.9996173,0.000002691766,0.000002230765,0.00005159007,0.0001356383,0.00003515042,0.00002066453,0.00000130261,0.00009479369,7.510528e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990043,0.0001318008,0.00002667955,0.00006979136,0.000007445157,0.00001011036,0.0002791388,0.000002176898,0.0004685242],"genre_scores_gemma":[0.9995002,0.00003172032,0.00003049533,0.00001733929,0.000007723533,0.000008219407,0.0002288788,0.000001014569,0.0001744784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007391512,"threshold_uncertainty_score":0.01469696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631630171069495,"score_gpt":0.3254433834596661,"score_spread":0.2991270817489712,"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."}}