{"id":"W2232686299","doi":"10.22452/jummec.vol11no1.1","title":"21ST CENTURY MEDICAL EDUCATION IN UNIVERSITY OF MALAYA","year":2008,"lang":"en","type":"article","venue":"Journal of Health and Translational Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conviction; Medical education; Medicine; Psychology; Library science; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009157704,0.0004251273,0.0002102228,0.001012285,0.004888847,0.002932638,0.0003811778,0.001777708,0.01865312],"category_scores_gemma":[0.001146291,0.0002462681,0.0002432561,0.001038956,0.001861738,0.001666631,0.003357314,0.002475671,0.005045077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005026162,"about_ca_system_score_gemma":0.01148688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02143274,"about_ca_topic_score_gemma":0.04664606,"domain_scores_codex":[0.9992569,0.0001488234,0.00006331915,0.0000788312,0.0001742912,0.0002777439],"domain_scores_gemma":[0.9991598,0.00008010577,0.00007719758,0.00004014671,0.0001079632,0.0005348527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001761349,0.0005115462,0.01183635,0.002361339,0.00004296104,0.004032358,0.0425419,0.0003007438,0.01578525,0.1949248,0.4006068,0.32688],"study_design_scores_gemma":[0.000005431154,0.00004210306,0.0124118,0.0003597193,0.000004037138,0.0008975808,0.002163139,0.00006687218,0.0003974442,0.001518686,0.9821116,0.00002155163],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1176823,0.1346565,0.0009245898,0.194624,0.01822241,0.0001773358,0.0005787262,0.0002106921,0.5329235],"genre_scores_gemma":[0.3686532,0.06367917,0.001496694,0.0274162,0.00417346,0.0001438963,0.0002410065,0.00007364899,0.5341228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02143274,"threshold_uncertainty_score":0.06240094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028509281875104,"score_gpt":0.3346273666543541,"score_spread":0.3143422738356031,"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."}}