{"id":"W2746003952","doi":"10.2196/ijmr.6685","title":"Activity Trackers Implement Different Behavior Change Techniques for Activity, Sleep, and Sedentary Behaviors","year":2017,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Physical Activity and Health","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Activity tracker; BitTorrent tracker; Physical activity; Sleep (system call); Tracking (education); Sedentary behavior; Psychology; Behavior change; Physical medicine and rehabilitation; Computer science; Eye tracking; Social psychology; Medicine; Artificial intelligence","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":[0.008227114,0.0009978091,0.0009206096,0.003568347,0.0005845267,0.001203794,0.001088924,0.0008864648,0.004164646],"category_scores_gemma":[0.01918116,0.0005590343,0.0012516,0.00229469,0.0005802938,0.00112934,0.001453405,0.0007641391,0.00273722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006633154,"about_ca_system_score_gemma":0.001021446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002189786,"about_ca_topic_score_gemma":0.005915456,"domain_scores_codex":[0.9870989,0.004889015,0.001915276,0.001886268,0.003828651,0.0003819612],"domain_scores_gemma":[0.9705505,0.01065851,0.007555843,0.002985165,0.007186112,0.001063877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000707433,0.001044705,0.4093305,0.002617255,0.0005235077,0.00008624901,0.003782724,0.0006399102,0.007132515,0.0006360367,0.01021445,0.5632846],"study_design_scores_gemma":[0.0002740973,0.002109317,0.8999009,0.001393618,0.0004616779,0.0005666584,0.002173904,0.00284848,0.008709536,0.0009191443,0.08043876,0.0002040013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7098356,0.007996727,0.1550111,0.003069152,0.0009625136,0.01043188,0.01425586,0.009425521,0.08901154],"genre_scores_gemma":[0.6994637,0.005011457,0.2622456,0.001562663,0.0003577108,0.00938355,0.007216414,0.000470066,0.01428895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008227114,"threshold_uncertainty_score":0.04350966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2877237070859138,"score_gpt":0.5765206942019534,"score_spread":0.2887969871160396,"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."}}