{"id":"W3035036634","doi":"","title":"A Framework for Utilizing Serious Games and MachineLearning to Classifying Game Play Towards DetectingCognitive Impairments","year":2019,"lang":"en","type":"article","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Serious game; Psychology; Human–computer interaction; Sociology; Multimedia","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":[0.001596619,0.001053709,0.0005770689,0.003527477,0.000718525,0.002374451,0.001546889,0.0007815046,0.001936662],"category_scores_gemma":[0.003918622,0.0002626883,0.0009971381,0.001428669,0.001236652,0.001693077,0.001576509,0.001100112,0.0004886914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291287,"about_ca_system_score_gemma":0.002443651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02657224,"about_ca_topic_score_gemma":0.03636609,"domain_scores_codex":[0.9990835,0.0002669141,0.00009942415,0.0002693009,0.0001940201,0.00008678133],"domain_scores_gemma":[0.9984441,0.0007226816,0.000147055,0.000137884,0.0004217797,0.0001264149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002939354,0.00134041,0.0493735,0.0004666811,0.0004346936,0.0004210371,0.001194206,0.08923532,0.01158342,0.1981896,0.00804783,0.6394194],"study_design_scores_gemma":[0.00002770928,0.0002352135,0.01116808,0.0001801968,0.0001112966,0.0002889428,0.0005439492,0.8027902,0.004937244,0.1699587,0.009679374,0.00007910739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01015014,0.0002655016,0.9851756,0.0003974942,0.00003222867,0.0002839223,0.0003546964,0.0007825758,0.002557846],"genre_scores_gemma":[0.2524578,0.0002762236,0.7441149,0.0001682558,0.00003049976,0.0004127029,0.0006117651,0.00004039336,0.001887387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02657224,"threshold_uncertainty_score":0.05283511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0487991673956668,"score_gpt":0.4181248959985743,"score_spread":0.3693257286029075,"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."}}