{"id":"W2209202773","doi":"10.1007/978-3-319-24560-7_30","title":"Gamification of Exercise and Fitness using Wearable Activity Trackers","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in intelligent systems and computing","topic":"Educational Games and Gamification","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Wearable computer; Activity tracker; Computer science; Human–computer interaction; BitTorrent tracker; Wearable technology; Physical activity; Field (mathematics); Multimedia; Artificial intelligence; Embedded system; Medicine; Physical medicine and rehabilitation; Eye tracking","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":[],"consensus_categories":[],"category_scores_codex":[0.0004516846,0.0001975387,0.0004044078,0.0001581732,0.00004739956,0.0000245492,0.00009308159,0.0001821209,0.00002138884],"category_scores_gemma":[0.00001266519,0.000201273,0.00003484605,0.00004831426,0.0001137835,0.0001114061,0.00003438393,0.0001896181,0.000005697129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007595001,"about_ca_system_score_gemma":0.00003532875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002438389,"about_ca_topic_score_gemma":0.000009636619,"domain_scores_codex":[0.998763,0.00004083243,0.0004826694,0.0003971956,0.0001648398,0.0001514336],"domain_scores_gemma":[0.9988728,0.0001411688,0.0005561905,0.0002295344,0.0001421311,0.00005822039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001320736,0.0001485183,0.003256419,0.001644441,0.00008825631,0.000004622364,0.007926335,0.007637191,0.000112794,0.3896521,0.0001008368,0.5892964],"study_design_scores_gemma":[0.003221234,0.000937456,0.0157221,0.06283695,0.0008769407,0.000512481,0.04556531,0.1393796,0.0005542275,0.08929919,0.6355557,0.005538802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1946377,0.6173558,0.03316921,0.00008027838,0.005826499,0.002187768,0.00005445423,0.00007674962,0.1466116],"genre_scores_gemma":[0.9719852,0.005119904,0.0003250962,0.000003629913,0.0001510289,0.00001179216,0.00001329823,0.00003274085,0.02235726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7773476,"threshold_uncertainty_score":0.8207676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07001441452931667,"score_gpt":0.3585951125128858,"score_spread":0.2885806979835692,"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."}}