{"id":"W2307680661","doi":"","title":"Predicting international medical graduate success on college certification examinations: responding to the Thomson and Cohl judicial report on IMG selection.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"IMG; Certification; Medical education; Medicine; Graduate medical education; Family medicine; Accreditation; Political science; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.005871646,0.0001571115,0.0002017814,0.0003934967,0.001420604,0.0000328728,0.0003055225,0.0001982134,0.00006751281],"category_scores_gemma":[0.009954597,0.0001200427,0.00002927366,0.0007908167,0.00005955956,0.0001236558,0.0001130961,0.0006811924,0.00005896273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005108382,"about_ca_system_score_gemma":0.0001275712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000351178,"about_ca_topic_score_gemma":0.0005980795,"domain_scores_codex":[0.9962227,0.0009009103,0.0007406862,0.0004721486,0.001084668,0.0005788289],"domain_scores_gemma":[0.9967631,0.00196619,0.0003657276,0.0003020292,0.0002647429,0.0003382377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001173248,0.0002390063,0.6057346,0.0001246502,0.00007927601,0.0000307507,0.00348034,0.0001683257,0.000009421978,0.09772894,0.09814261,0.1930888],"study_design_scores_gemma":[0.0005103085,0.00007919709,0.8392285,0.0002995256,0.00001578449,0.00002042801,0.000686141,0.002957598,0.00004325782,0.0006146645,0.1554143,0.000130315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8911739,0.0000210515,0.0003911302,0.06675228,0.003451891,0.002758157,0.00002880718,0.0002205381,0.03520222],"genre_scores_gemma":[0.9864608,0.0000362567,0.00007040554,0.003463655,0.001710005,0.003463709,0.00004135267,0.000025804,0.004727989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2334939,"threshold_uncertainty_score":0.9998794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09038756310357117,"score_gpt":0.412677845604794,"score_spread":0.3222902825012229,"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."}}