{"id":"W2913277689","doi":"10.2196/12994","title":"Serious Gaming and Gamification Education in Health Professions: Systematic Review","year":2019,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Educational Games and Gamification","field":"Psychology","cited_by":627,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Lee Kong Chian School of Medicine, Nanyang Technological University; Karolinska Institutet; Nanyang Technological University; Université de Lille; World Health Organization","keywords":"PsycINFO; Psychological intervention; MEDLINE; Randomized controlled trial; Medicine; Cochrane Library; Meta-analysis; Health care; Patient education; Medical education; Systematic review; Family medicine; Nursing","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":[0.007129771,0.001327582,0.006810908,0.004775299,0.0005208006,0.002075581,0.001723676,0.001698393,0.005432985],"category_scores_gemma":[0.0332499,0.0007210908,0.006862432,0.005389028,0.0007450205,0.001798214,0.001285632,0.001332108,0.0002490881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002607785,"about_ca_system_score_gemma":0.00931391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006166218,"about_ca_topic_score_gemma":0.0192709,"domain_scores_codex":[0.9951066,0.002106824,0.001360867,0.0003119529,0.0009558147,0.0001579676],"domain_scores_gemma":[0.9778712,0.01739664,0.003172325,0.0002629735,0.001044579,0.00025218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002477222,0.00003018076,0.0003777335,0.9560296,0.006086437,0.00004377297,0.0001102598,0.00009320021,0.00006401838,0.0001449517,0.0008708363,0.03590127],"study_design_scores_gemma":[0.0005151539,0.0003438194,0.003150019,0.9138345,0.06861444,0.0002399834,0.000191451,0.0001615949,0.0001303029,0.0003555594,0.01242988,0.00003346263],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001042558,0.9977279,0.0001523103,0.0001662964,0.0000666299,0.0004299143,0.0001522363,0.000009650256,0.0002524423],"genre_scores_gemma":[0.02059181,0.9764367,0.0009612134,0.0004913839,0.00007660221,0.001162749,0.0001346756,0.0000052138,0.0001396612],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007129771,"threshold_uncertainty_score":0.03770632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2182718223199659,"score_gpt":0.5915672887872024,"score_spread":0.3732954664672365,"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."}}