{"id":"W7117061563","doi":"10.1002/alz70863_110891","title":"Beyond the Lab: Scaling Wearables for Real‐World Impact through Partnerships and Implementation","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute","funders":"","keywords":"General partnership; Transformative learning; Dementia; Wearable computer; Scale (ratio); Wearable technology; Cognition; Session (web analytics)","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":[0.04596229,0.001172413,0.0004634614,0.001374778,0.008592412,0.01328717,0.003341506,0.003493499,0.01185742],"category_scores_gemma":[0.04413264,0.0006779627,0.001120979,0.0009664043,0.01321872,0.01928974,0.0318011,0.005831774,0.003685917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006457166,"about_ca_system_score_gemma":0.03207682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007659142,"about_ca_topic_score_gemma":0.01089137,"domain_scores_codex":[0.9597633,0.02989425,0.0008452701,0.00194764,0.004222428,0.003327146],"domain_scores_gemma":[0.9599174,0.01163018,0.001441352,0.00509127,0.00602715,0.01589259],"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":[0.0001949254,0.002651274,0.01455562,0.001259671,0.0001262462,0.001425243,0.1527952,0.002102133,0.006953866,0.1295919,0.09913749,0.5892065],"study_design_scores_gemma":[0.0002393612,0.002074146,0.00802576,0.002030289,0.00008609989,0.00082133,0.1703915,0.003183977,0.003641765,0.1360698,0.6732405,0.000195384],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.170925,0.005148879,0.2712652,0.2712704,0.004012525,0.004536877,0.0002815149,0.002763317,0.2697963],"genre_scores_gemma":[0.7784182,0.00370867,0.1723529,0.01552491,0.0005858772,0.003187941,0.0002447586,0.0007591025,0.02521756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04596229,"threshold_uncertainty_score":0.2430747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0600527741387188,"score_gpt":0.4116411135172646,"score_spread":0.3515883393785458,"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."}}