{"id":"W3126318008","doi":"10.2196/21900","title":"A Gamification Framework for Cognitive Assessment and Cognitive Training: Qualitative Study","year":2021,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Educational Games and Gamification","field":"Psychology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Boredom; Cognition; Context (archaeology); Disengagement theory; Psychology; Computer science; Cognitive training; Human–computer interaction; Applied psychology; Social psychology","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":[0.0004789048,0.0002054556,0.0002899439,0.00008812514,0.0001557287,0.00009140302,0.00007903481,0.0001356119,0.0003048409],"category_scores_gemma":[0.0003494966,0.0002131472,0.00006390343,0.0002672423,0.0001255705,0.00009881874,0.00002733426,0.0002195292,0.00003392396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004641882,"about_ca_system_score_gemma":0.000199953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001636336,"about_ca_topic_score_gemma":0.00002856886,"domain_scores_codex":[0.9980143,0.0004936385,0.0003484735,0.0006576248,0.0001980182,0.0002879133],"domain_scores_gemma":[0.9967611,0.00209853,0.000229207,0.0002174949,0.0005873214,0.000106345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002308258,0.001913375,0.003404787,0.00003701478,0.0005245251,0.000009578372,0.7568945,1.910493e-7,0.0001615761,0.08084849,0.0004705248,0.1555046],"study_design_scores_gemma":[0.00104623,0.0005247083,0.3536159,0.00007497619,0.0001190689,0.00001226979,0.6327162,0.00001026737,0.00003993976,0.01041996,0.001227387,0.0001931157],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711082,0.0007906253,0.02031625,0.001835742,0.000518787,0.002188439,0.0001701197,0.00007358367,0.002998231],"genre_scores_gemma":[0.9891139,0.00001986772,0.003367019,0.000497614,0.0002204803,0.004134933,0.0003150306,0.00003724753,0.002293915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3502111,"threshold_uncertainty_score":0.8691889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09127841430898784,"score_gpt":0.4880341603343973,"score_spread":0.3967557460254095,"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."}}