{"id":"W4256474014","doi":"10.1007/978-981-32-9335-9","title":"Data Analytics Approaches in Educational Games and Gamification Systems","year":2019,"lang":"en","type":"book","venue":"Smart computing and intelligence","topic":"Educational Games and Gamification","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Analytics; Computer science; Data science; Data analysis; Human–computer interaction; Data mining","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":[0.00128754,0.001021425,0.0006614566,0.002398677,0.0005084331,0.005270531,0.001332823,0.0009339419,0.01002309],"category_scores_gemma":[0.003140146,0.0005477893,0.0008092264,0.003926721,0.001401258,0.00500863,0.001778912,0.002445353,0.003366827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080174,"about_ca_system_score_gemma":0.0008084425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002772628,"about_ca_topic_score_gemma":0.003270656,"domain_scores_codex":[0.9992297,0.0001625621,0.0000745479,0.0001301624,0.0003691386,0.00003392507],"domain_scores_gemma":[0.9983571,0.001248235,0.00002715947,0.000132002,0.0001853385,0.00005016311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004457276,0.00008867963,0.0005775848,0.0005689269,0.00005793648,0.0001636807,0.0006105767,0.008382186,0.001265823,0.4246055,0.05586438,0.5077701],"study_design_scores_gemma":[0.00001162355,0.00002794053,0.0005557663,0.0003909986,0.0000320399,0.0003013222,0.0004101257,0.06618577,0.002133333,0.6354043,0.2945156,0.00003116911],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002499938,0.01485931,0.9148013,0.003477385,0.0006803683,0.0001237576,0.0007454063,0.001858148,0.06095444],"genre_scores_gemma":[0.07833077,0.02664667,0.7896556,0.001388596,0.0007211698,0.0004636179,0.002628911,0.0008453664,0.09931934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01002309,"threshold_uncertainty_score":0.03353059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1799720166176026,"score_gpt":0.3597683446077855,"score_spread":0.1797963279901829,"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."}}