{"id":"W2532824585","doi":"10.1109/gem.2014.7048114","title":"Gamification and health professions education","year":2014,"lang":"en","type":"article","venue":"","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Ontario Tech University; University of Toronto","funders":"","keywords":"Computer science; Knowledge management; Engineering ethics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002038005,0.0006876037,0.0003479523,0.001320888,0.0007964734,0.004055996,0.0005668462,0.001567312,0.008037977],"category_scores_gemma":[0.007682011,0.0001294799,0.0003888533,0.0009564356,0.003699893,0.002971603,0.002707189,0.001437727,0.0004973002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049229,"about_ca_system_score_gemma":0.001188939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001181461,"about_ca_topic_score_gemma":0.001360513,"domain_scores_codex":[0.9979337,0.001411162,0.00004772031,0.0001413308,0.0002673988,0.0001986093],"domain_scores_gemma":[0.9936701,0.005238051,0.0003393627,0.0001751074,0.0001959757,0.0003813812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002275419,0.0007074446,0.005223963,0.0007976958,0.0000525352,0.0004107204,0.004926768,0.007020446,0.0006872637,0.6967741,0.005026367,0.2781452],"study_design_scores_gemma":[0.00007518978,0.0004003236,0.008158174,0.001665515,0.00005754975,0.0008516166,0.008402711,0.02194696,0.001311307,0.8173334,0.1397115,0.00008585484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2260657,0.0376275,0.15067,0.02930672,0.001691456,0.0004320288,0.00009361588,0.000482374,0.5536307],"genre_scores_gemma":[0.9339713,0.008172889,0.03566647,0.001071609,0.0003252008,0.0002399577,0.00004692984,0.0000483968,0.02045729],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008037977,"threshold_uncertainty_score":0.02688974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07527028758087875,"score_gpt":0.4122783001228938,"score_spread":0.3370080125420151,"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."}}