{"id":"W4310156247","doi":"10.2196/40079","title":"Evidence and User Considerations of Home Health Monitoring for Older Adults: Scoping Review","year":2022,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Toronto Rehabilitation Institute; University of Toronto; University Health Network; Glenrose Rehabilitation Hospital; University of Alberta","funders":"","keywords":"CINAHL; Systematic review; Psychological intervention; MEDLINE; Scopus; Medicine; Health technology; Health care; Psychology; Nursing; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001727142,0.0001184775,0.0004143022,0.000105526,0.002460102,0.000005318793,0.00009804694,0.00003715112,0.0003335746],"category_scores_gemma":[0.0003007267,0.0001253422,0.00004609955,0.0002480057,0.00002983368,0.0001339393,0.0001482018,0.000423558,0.00000498608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001968318,"about_ca_system_score_gemma":0.001440739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001969778,"about_ca_topic_score_gemma":0.00004168734,"domain_scores_codex":[0.9974913,0.0004126845,0.001006291,0.0003450097,0.0002134367,0.000531307],"domain_scores_gemma":[0.9968466,0.001783804,0.0005851553,0.0003450667,0.0001823924,0.0002569374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001257113,0.0003405405,0.1807878,0.565428,0.00004259152,0.000002561023,0.01538231,0.00005126465,0.00008924447,0.01575098,0.1195498,0.1024492],"study_design_scores_gemma":[0.004918472,0.0005354953,0.1015795,0.8183684,0.00009841752,0.00003018409,0.0117996,0.0004015764,0.00004131757,0.0012579,0.06018182,0.0007872292],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08491956,0.7273805,0.004922075,0.08950785,0.002238033,0.08990815,0.0003016181,0.0004570237,0.0003652502],"genre_scores_gemma":[0.6698776,0.10453,0.009465883,0.02428607,0.0005735921,0.1907301,0.0000537536,0.00008304839,0.0003999488],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6228504,"threshold_uncertainty_score":0.9988385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1253270221862465,"score_gpt":0.5073593527730226,"score_spread":0.382032330586776,"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."}}