{"id":"W51444842","doi":"","title":"SIMULATION IN UNDERGRADUATE EDUCATION: THE CANADIAN EXPERIENCE","year":2014,"lang":"en","type":"article","venue":"EDULEARN14 Proceedings","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Medical education; Political science; Pedagogy; Computer science; Sociology; Psychology; Medicine","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":[0.007653345,0.0004012964,0.0004197037,0.001141908,0.01283242,0.00725429,0.002367749,0.002028449,0.01557908],"category_scores_gemma":[0.01561609,0.0003406927,0.0003736463,0.004055245,0.003953507,0.001812909,0.004571401,0.003031603,0.0009153478],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09893601,"about_ca_system_score_gemma":0.2574162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9776446,"about_ca_topic_score_gemma":0.9913704,"domain_scores_codex":[0.9951309,0.00121248,0.0001187803,0.0002615202,0.001916556,0.001359801],"domain_scores_gemma":[0.9726427,0.002986141,0.000390532,0.0005147276,0.007008668,0.01645727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001305268,0.003945319,0.08747555,0.0004886352,0.00007559997,0.001105404,0.07966504,0.008167196,0.001610753,0.1006021,0.298169,0.4173901],"study_design_scores_gemma":[0.0001422493,0.000399166,0.07108539,0.0005290073,0.00002461454,0.0003232499,0.06177703,0.003095194,0.0009790128,0.005254868,0.8562201,0.0001702514],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5583482,0.008272506,0.003138427,0.1279459,0.00197022,0.0002881982,0.001682922,0.0003336284,0.29802],"genre_scores_gemma":[0.9171799,0.01034466,0.002593494,0.004621642,0.0001598836,0.00007035024,0.0008386633,0.0001426698,0.06404875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.901064,"threshold_uncertainty_score":0.7178344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03215779567147778,"score_gpt":0.3735260096994036,"score_spread":0.3413682140279258,"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."}}