{"id":"W3048708821","doi":"10.2196/18644","title":"The Effects of Gamification on Computerized Cognitive Training: Systematic Review and Meta-Analysis","year":2020,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Educational Games and Gamification","field":"Psychology","cited_by":180,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PsycINFO; Scopus; Meta-analysis; Applied psychology; Context (archaeology); Systematic review; Cognition; Psychology; Timeline; MEDLINE; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002871639,0.0001503134,0.0009817359,0.00005088352,0.00006376086,0.00002976023,0.0001595387,0.00004649704,0.00007564593],"category_scores_gemma":[0.0002957403,0.00009269026,0.00034366,0.0004236654,0.00008326041,0.00002954039,0.00001543726,0.00008915232,0.00003946617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007971545,"about_ca_system_score_gemma":0.00001594267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005215495,"about_ca_topic_score_gemma":0.000001906316,"domain_scores_codex":[0.9985003,0.0004557837,0.0004537347,0.0002947716,0.0001672209,0.0001281601],"domain_scores_gemma":[0.9978263,0.001225077,0.0004429917,0.0003094418,0.0001236902,0.00007250052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0004314942,0.001085407,0.0001735802,0.3251094,0.4483863,0.00001434345,0.1423631,0.00001094415,0.001070676,0.06118841,0.00983668,0.01032959],"study_design_scores_gemma":[0.001406421,0.001365024,0.05979324,0.002586758,0.9210877,0.00001899825,0.009412968,0.0002872115,0.0002214574,0.0003825819,0.002717787,0.0007198008],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1793914,0.656926,0.005080635,0.1218819,0.0008959362,0.0289741,0.0002393205,0.0004489272,0.006161786],"genre_scores_gemma":[0.9926547,0.000997118,0.00005671522,0.003903251,0.00002853587,0.001451312,0.00003638731,0.00001443316,0.0008575762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8132633,"threshold_uncertainty_score":0.3779799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06005043020654782,"score_gpt":0.3530862329340992,"score_spread":0.2930358027275514,"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."}}