{"id":"W2898454648","doi":"10.15694/mep.2018.0000243.1","title":"The Direct Economic and Opportunity Costs of the Medical College Admissions Test (MCAT) for Canadian Medical Students","year":2018,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association of Universities and Colleges of Canada; The Wilson Centre; University of Ottawa","funders":"","keywords":"Respondent; Family medicine; Medical education; Socioeconomic status; Test (biology); Diversity (politics); Medicine; Population; Psychology; Demography; Political science; Environmental health; Sociology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005739998,0.0001813023,0.0003612884,0.00007749242,0.003266857,0.00004882919,0.001748972,0.0005348288,0.005869641],"category_scores_gemma":[0.03847682,0.0001040452,0.00006928279,0.0002493924,0.0006234393,0.000130256,0.0006003226,0.0007119606,0.00005393153],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007071377,"about_ca_system_score_gemma":0.01729763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07955513,"about_ca_topic_score_gemma":0.8132578,"domain_scores_codex":[0.9961124,0.000619805,0.0008197626,0.0003216277,0.001153905,0.0009725182],"domain_scores_gemma":[0.9900509,0.004862546,0.0002986314,0.0006827461,0.0004481773,0.003657017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003108701,0.00005001062,0.1077073,0.00004903576,0.00002578606,0.000004985909,0.0004561148,2.858499e-8,3.372591e-7,0.006051117,0.8811765,0.004447747],"study_design_scores_gemma":[0.0009650562,0.0001245376,0.03682911,0.0006224763,0.00002151498,0.000008820855,0.00252187,0.0002601366,0.000007083517,0.000401563,0.9581193,0.0001185339],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6001304,0.0006016934,0.00000304339,0.2469435,0.008350849,0.004767891,0.001398529,0.0001198557,0.1376842],"genre_scores_gemma":[0.973314,0.0002537493,0.00003328477,0.01522622,0.0009917781,0.0003121941,0.00002341318,0.00003435569,0.009810957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7337027,"threshold_uncertainty_score":0.9980308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04210196671171645,"score_gpt":0.4276344542661865,"score_spread":0.38553248755447,"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."}}