{"id":"W4403231282","doi":"10.4017/gt.2024.23.s.894.2.sp","title":"Virtual Living Coach assistant for older adults living longer independently","year":2024,"lang":"en","type":"article","venue":"Gerontechnology","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Erasmus+; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Assisted living; Independent living; Gerontology; Activities of daily living; Assisted Living Facility; Psychology; Physical medicine and rehabilitation; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006833562,0.0002706087,0.0001872355,0.0003150507,0.001695559,0.0006813873,0.000509677,0.0008680633,0.0264609],"category_scores_gemma":[0.003134191,0.00006933494,0.0005197852,0.0002135165,0.0002380094,0.0009603721,0.002749367,0.0008424232,0.004013195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000399526,"about_ca_system_score_gemma":0.001471108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001659277,"about_ca_topic_score_gemma":0.007260069,"domain_scores_codex":[0.9997303,0.00009451318,0.00001624,0.00002773303,0.00004751927,0.00008364218],"domain_scores_gemma":[0.9990508,0.0001513341,0.00008460892,0.00004959554,0.0001058134,0.0005579648],"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":[0.0003028314,0.001119493,0.009351257,0.001068955,0.0000193182,0.001453555,0.003887794,0.00005340583,0.001710917,0.001638087,0.3179235,0.6614708],"study_design_scores_gemma":[0.0001674498,0.002323728,0.05617221,0.001781782,0.00006738855,0.003531748,0.0150158,0.0002758412,0.001089033,0.002840254,0.9166794,0.0000554687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4407715,0.03697277,0.01416175,0.07041418,0.01494858,0.002873729,0.002635492,0.001921122,0.415301],"genre_scores_gemma":[0.7503203,0.02849999,0.01797112,0.01751838,0.002606152,0.002904183,0.001883084,0.0001750975,0.1781217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0264609,"threshold_uncertainty_score":0.08852047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145222256277625,"score_gpt":0.3899035166407944,"score_spread":0.3684512940780182,"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."}}