{"id":"W2097882048","doi":"","title":"Examination outcomes for international medical graduates pursuing or completing family medicine residency training in Quebec.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Medicine; Family medicine; Residency training; Medical education; Continuing education; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005723047,0.0001935411,0.000460549,0.0002952773,0.0003801285,0.00001545107,0.0004734582,0.0003065374,0.0004031224],"category_scores_gemma":[0.02338801,0.0001452805,0.00004559035,0.0002817999,0.0001326992,0.0001833282,0.0001138133,0.0008846116,0.0000159025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813227,"about_ca_system_score_gemma":0.0004018875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01520077,"about_ca_topic_score_gemma":0.2137696,"domain_scores_codex":[0.9963745,0.0003475816,0.001154399,0.0003679871,0.0007856247,0.0009699113],"domain_scores_gemma":[0.9944909,0.004281975,0.0003537885,0.0002128272,0.0003317421,0.0003288293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001459753,0.00004663683,0.3594648,0.0002433568,0.00002489363,0.00001839523,0.01070292,0.000001862086,0.00003110188,0.02139001,0.006994076,0.600936],"study_design_scores_gemma":[0.002160896,0.00002307908,0.946139,0.0004703211,0.00001022561,0.000001723904,0.01783172,0.0005272119,0.00000312321,0.002252267,0.03042275,0.0001577133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9140373,0.00007645529,0.0003227929,0.05439683,0.008133437,0.003271443,0.0000164736,0.0002161923,0.01952908],"genre_scores_gemma":[0.982035,0.00004708759,0.001457134,0.002893593,0.001457473,0.004494183,0.00008710258,0.00003642699,0.007491956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6007783,"threshold_uncertainty_score":0.9913571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1879626856416204,"score_gpt":0.4595406361551816,"score_spread":0.2715779505135612,"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."}}