{"id":"W2925325202","doi":"10.2196/12447","title":"A Smart Home System for Information Sharing, Health Assessments, and Medication Self-Management for Older People: Protocol for a Mixed-Methods Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Nursing; Aging in place; Older people; Independence (probability theory); Medicine; Health professionals; Gerontology; Psychology; Protocol (science); Alternative medicine","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":[0.05000778,0.00360216,0.004986652,0.003111746,0.005287778,0.003297393,0.00379162,0.005650735,0.04120404],"category_scores_gemma":[0.03223949,0.003234547,0.003998842,0.002825171,0.002862301,0.00242454,0.002950418,0.006258353,0.008560378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005916832,"about_ca_system_score_gemma":0.02225417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003982896,"about_ca_topic_score_gemma":0.007056796,"domain_scores_codex":[0.9764168,0.01456596,0.003343117,0.001635889,0.002123281,0.001914868],"domain_scores_gemma":[0.9792506,0.007129398,0.002221584,0.003326173,0.006251044,0.001821142],"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":[0.1892565,0.1298585,0.008120002,0.1105741,0.002061808,0.003171944,0.02798508,0.01334252,0.01574667,0.02688579,0.07223408,0.400763],"study_design_scores_gemma":[0.387088,0.1117338,0.03075935,0.03016319,0.001855756,0.0006587233,0.01248019,0.007848881,0.01131847,0.01276138,0.3922868,0.00104537],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001334776,0.00005517803,0.001521924,0.00004020984,0.00004361671,0.9963667,0.0003006753,0.00002374173,0.0003131446],"genre_scores_gemma":[0.0004030468,0.00003213632,0.00201655,0.0000218381,0.000004454002,0.9973973,0.00003710471,0.000001341727,0.00008620745],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05000778,"threshold_uncertainty_score":0.2644696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1110943090838231,"score_gpt":0.5865949846012086,"score_spread":0.4755006755173855,"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."}}