{"id":"W2352958430","doi":"","title":"In the Spirit of Flexner:Working Toward a Collective Vision for the Future of Medical Education in Canada","year":2011,"lang":"en","type":"article","venue":"Fudan jiaoyu luntan","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Medical education; Set (abstract data type); Public relations; Academic medicine; Engineering ethics; Political science; Sociology; Medicine; Engineering; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00113585,0.00008811866,0.0002041237,0.0001576848,0.00004444285,0.000003253138,0.0002959723,0.0001036111,0.0002958016],"category_scores_gemma":[0.0007166642,0.00005348229,0.00003639932,0.0009553239,0.00009556849,0.00004061284,0.00002383993,0.0003254483,5.568654e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005358041,"about_ca_system_score_gemma":0.00845832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2201312,"about_ca_topic_score_gemma":0.4781696,"domain_scores_codex":[0.9985173,0.00007367372,0.0004640444,0.000143965,0.0006415058,0.0001594527],"domain_scores_gemma":[0.9991527,0.0001783006,0.0001634486,0.0002787556,0.0001929479,0.00003391638],"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":[0.0009807637,0.002031805,0.1904643,0.0006515469,0.000103524,0.00001802321,0.08308257,0.000004134341,0.0003106418,0.04988817,0.2753614,0.3971032],"study_design_scores_gemma":[0.002805015,0.0005402757,0.767131,0.001254934,0.0001171971,0.00006942827,0.1264811,0.002249365,0.001357663,0.003876862,0.09390644,0.0002107533],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343591,0.0005937818,0.0002688176,0.05639574,0.001984513,0.001426727,0.000006082587,0.000005388365,0.004959826],"genre_scores_gemma":[0.9949103,0.00003362386,0.001059694,0.00328618,0.0004337446,0.0001242126,0.00001849904,0.00001039289,0.0001233442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5766667,"threshold_uncertainty_score":0.9971628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0236309179381903,"score_gpt":0.3332156802972627,"score_spread":0.3095847623590724,"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."}}