{"id":"W2063942605","doi":"10.1186/1472-6920-13-140","title":"Program evaluation of a model to integrate internationally educated health professionals into clinical practice","year":2013,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"Fraser Health Authority; University of British Columbia","keywords":"Workforce; Medical education; Medicine; Entry Level; Program evaluation; Population; Health professionals; Educational program; Test (biology); Curriculum; Nursing; Health care; Psychology; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01441608,0.0002237762,0.0005082975,0.0002374018,0.0003460752,0.00001647079,0.0005054731,0.0004328084,0.002996454],"category_scores_gemma":[0.05807579,0.0001819774,0.00009308133,0.0006594405,0.0001053064,0.0004164433,0.0001810187,0.0009668077,0.001130622],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071851,"about_ca_system_score_gemma":0.06732958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004457535,"about_ca_topic_score_gemma":0.002005801,"domain_scores_codex":[0.9892015,0.004507103,0.002525763,0.0005565573,0.002605777,0.0006032868],"domain_scores_gemma":[0.9881931,0.002424855,0.001278831,0.0005402404,0.006178308,0.001384646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000126619,0.003892023,0.01110298,0.0006280388,0.00002937092,7.030009e-8,0.007899267,0.00007133307,0.000004803747,0.00678153,0.4082402,0.5612238],"study_design_scores_gemma":[0.005383041,0.001973017,0.1475926,0.02267897,0.0002570947,0.00001313595,0.1049158,0.4644211,0.00001483302,0.04149755,0.2101823,0.00107059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7680014,0.0009593453,0.005758357,0.1856384,0.0071806,0.01893811,0.000007632413,0.000268435,0.01324768],"genre_scores_gemma":[0.709993,0.0001557059,0.2090127,0.05969746,0.00135052,0.01556494,0.000413837,0.00006036579,0.003751404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5601532,"threshold_uncertainty_score":0.9996471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2353486149448138,"score_gpt":0.6636569947518104,"score_spread":0.4283083798069965,"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."}}