{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0480676,0.0009689647,0.001113856,0.003855671,0.009240644,0.005045623,0.003028846,0.002155287,0.002147599],"category_scores_gemma":[0.034228,0.0006232157,0.0007181872,0.00271747,0.01384797,0.006101002,0.009213652,0.003330706,0.0002583658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008864901,"about_ca_system_score_gemma":0.009730879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004920358,"about_ca_topic_score_gemma":0.00626147,"domain_scores_codex":[0.9639616,0.03114295,0.0006388423,0.0009995213,0.001616364,0.001640688],"domain_scores_gemma":[0.966186,0.02856159,0.001152835,0.0006919049,0.001896714,0.001510888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003469744,0.0001168824,0.001454382,0.0005544437,0.000007473624,0.0007871319,0.9725314,0.0001726071,0.0004619254,0.009679207,0.0006595397,0.01354019],"study_design_scores_gemma":[0.00001461419,0.00006095381,0.0008403022,0.0009757596,0.000007485454,0.0003828965,0.9792906,0.0005736522,0.0003050453,0.003787897,0.0137377,0.00002313702],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8866709,0.00393704,0.0653564,0.01098593,0.0002584019,0.005721616,0.0004343641,0.0001211494,0.02651417],"genre_scores_gemma":[0.9730728,0.001185854,0.02037635,0.000910823,0.00001729254,0.002477631,0.000081965,0.00004168304,0.001835519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0480676,"threshold_uncertainty_score":0.2542088,"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."}}