{"id":"W2910048617","doi":"10.1145/3282844","title":"Learning IS Child’s Play","year":2019,"lang":"en","type":"article","venue":"ACM Transactions on Computing Education","topic":"Educational Games and Gamification","field":"Psychology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Student engagement; Experiential learning; Perception; Discipline; Mathematics education; Educational technology; Game based learning; Game design; Learning sciences; Educational game; Cooperative learning; Active learning (machine learning); Empirical evidence; Computer science; Higher education; Psychology; Pedagogy; Teaching method; Multimedia; Sociology; Artificial intelligence","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":[0.001366789,0.000467858,0.0004706052,0.0005881783,0.00203673,0.00634228,0.0009903088,0.001524324,0.02700535],"category_scores_gemma":[0.004566083,0.0002226771,0.000461914,0.000456478,0.005316407,0.004769592,0.004066602,0.002214803,0.006403506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075885,"about_ca_system_score_gemma":0.002113545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006223486,"about_ca_topic_score_gemma":0.007190509,"domain_scores_codex":[0.9979748,0.0007263803,0.00007772368,0.0003930309,0.0004759822,0.0003521051],"domain_scores_gemma":[0.9983858,0.0003583522,0.000152822,0.0002173002,0.000340516,0.000545276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001750657,0.0003575745,0.01357862,0.0004898282,0.00006173303,0.001068681,0.04767727,0.0004619556,0.002187008,0.5864113,0.130848,0.216683],"study_design_scores_gemma":[0.00001159829,0.00006310024,0.003419637,0.0003822106,0.00001058287,0.0007572845,0.008857042,0.0002148261,0.0003144274,0.036111,0.9498342,0.0000240543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04204896,0.004078564,0.0286952,0.02978152,0.001262617,0.0001634114,0.00081868,0.0007619011,0.8923892],"genre_scores_gemma":[0.7083741,0.006680575,0.0183011,0.01187595,0.0003391865,0.0004339462,0.001268886,0.0004172635,0.2523088],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02700535,"threshold_uncertainty_score":0.09034187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603106961980838,"score_gpt":0.3228633645266879,"score_spread":0.3068322949068795,"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."}}