{"id":"W7116877579","doi":"10.1002/alz70860_105589","title":"Health Behaviour Changes driven by Personalized Feedback Reports from wearables data: A HANDDS‐ONT Study","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Sunnybrook Hospital; University Health Network; University of Toronto; University of Waterloo; Western University","funders":"","keywords":"Behaviour change; Helpfulness; Wearable computer; Wearable technology; Behavior change; Health behavior; Affordance; eHealth; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003764011,0.0006381494,0.0007454306,0.0009482228,0.00250075,0.001179511,0.0007618287,0.000853588,0.002283342],"category_scores_gemma":[0.00852595,0.0007862119,0.001299317,0.001612991,0.001408834,0.0008948837,0.001513214,0.0008003062,0.0006954518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005010199,"about_ca_system_score_gemma":0.004962299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2768861,"about_ca_topic_score_gemma":0.4125125,"domain_scores_codex":[0.9970275,0.001023802,0.0002803027,0.0003640001,0.0007486257,0.0005558379],"domain_scores_gemma":[0.9922719,0.002766299,0.001700699,0.0009058484,0.001567652,0.00078752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005439819,0.00706399,0.9101521,0.0007507436,0.0004408569,0.001067151,0.04008599,0.0001512448,0.00151657,0.0001567563,0.001739734,0.03143501],"study_design_scores_gemma":[0.0003898579,0.002872221,0.9828173,0.0001111668,0.0002165909,0.0001959313,0.009938311,0.0001874676,0.0002714201,0.00007649137,0.002868318,0.00005492019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980145,0.000106593,0.0001140481,0.00004666878,0.00000588686,0.0003975007,0.0005404493,0.000005063237,0.0007693691],"genre_scores_gemma":[0.9958944,0.0001452114,0.0004066884,0.0001218856,0.00002188624,0.001063278,0.0007016112,0.000007509533,0.001637592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2768861,"threshold_uncertainty_score":0.5505489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0711848581200061,"score_gpt":0.3999249411986082,"score_spread":0.328740083078602,"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."}}