{"id":"W1997156853","doi":"10.1145/2793107.2810276","title":"Adaptive Engagement of Older Adults' Fitness through Gamification","year":2015,"lang":"en","type":"article","venue":"","topic":"Educational Games and Gamification","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber College","funders":"","keywords":"Social isolation; Psychology; Perspective (graphical); Quality of life (healthcare); Physical activity; Gerontology; Personality; Applied psychology; Mental health; Physical fitness; Social psychology; Computer science; Medicine; Psychotherapist; Physical medicine and rehabilitation","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002778384,0.00007793054,0.0000968153,0.00003770385,0.00002103161,0.000005576046,0.0001245702,0.00005777815,0.001365499],"category_scores_gemma":[0.00003518206,0.00006848057,0.00003417934,0.0001503639,0.00004837976,0.00008689173,0.00001583456,0.00006807463,0.0003775598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003621001,"about_ca_system_score_gemma":0.00004509268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003233913,"about_ca_topic_score_gemma":0.000009746095,"domain_scores_codex":[0.9991649,0.000100335,0.000236242,0.0002152255,0.0001687687,0.0001144934],"domain_scores_gemma":[0.9991383,0.00006873699,0.0001294916,0.0003247987,0.0002909734,0.00004769337],"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":[0.0002008774,0.001202674,0.004888154,0.00002191551,0.00008896656,5.911244e-7,0.1019202,0.00003624297,0.00009885292,0.7897241,0.05871401,0.04310347],"study_design_scores_gemma":[0.002824805,0.0004258385,0.7069705,0.00008154986,0.00006551251,0.000007334859,0.1927102,0.0003045555,0.003057315,0.00982481,0.08329629,0.0004312703],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5539179,0.0009559057,0.05785819,0.003088475,0.001743527,0.000872441,0.00002017297,0.0001071251,0.3814362],"genre_scores_gemma":[0.9867463,0.00000770322,0.003513832,0.0002078341,0.0001056136,0.0001098781,0.00005133617,0.000009979151,0.009247602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7798993,"threshold_uncertainty_score":0.9995474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08788328717943085,"score_gpt":0.3617748090924124,"score_spread":0.2738915219129816,"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."}}