{"id":"W4248102014","doi":"10.4018/9781605660509.ch015","title":"Medical Education in the 21st Century","year":2011,"lang":"en","type":"book-chapter","venue":"Medical Informatics","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"History","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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002376907,0.0003464425,0.0005352887,0.0004812205,0.00008395569,0.00002690183,0.0007420125,0.001502726,0.01802322],"category_scores_gemma":[0.003992227,0.0002283085,0.0001373211,0.0002117535,0.0005602908,0.0001289835,0.0001224525,0.003054264,0.001129904],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002628773,"about_ca_system_score_gemma":0.007364454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002468577,"about_ca_topic_score_gemma":0.00002290743,"domain_scores_codex":[0.9940777,0.00003548955,0.00169836,0.0001713799,0.003652385,0.0003646418],"domain_scores_gemma":[0.9979889,0.0001362844,0.0004070626,0.000795656,0.0003159217,0.0003561188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001369602,0.0002805965,0.00005728416,0.0004282696,0.00003448372,0.00002276702,0.002799537,1.953739e-8,2.232973e-8,0.3165226,0.1356015,0.5442392],"study_design_scores_gemma":[0.0006087519,0.0001031074,0.0001855692,0.00233398,0.00009838387,0.0005569761,0.00206126,0.0002954598,6.834638e-7,0.005905678,0.9876111,0.0002390305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0004086775,0.0005913409,0.0002037056,0.009386467,0.001999285,0.0007486906,0.000003959371,0.00006444684,0.9865934],"genre_scores_gemma":[0.01061571,0.03048911,0.01169721,0.4835621,0.01134912,0.0005462659,0.006423398,0.0003817442,0.4449353],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8520096,"threshold_uncertainty_score":0.9997935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090957695717048,"score_gpt":0.3154124449683515,"score_spread":0.294502868011181,"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."}}