{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006516934,0.0001801171,0.0002291617,0.0003343291,0.0005667247,0.00002987693,0.0002423465,0.0006398787,0.001562382],"category_scores_gemma":[0.0009527555,0.0001589325,0.00007479898,0.0003458448,0.00006630189,0.0001897438,0.0001686153,0.0008282337,0.0006771401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003414151,"about_ca_system_score_gemma":0.001179888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006295409,"about_ca_topic_score_gemma":0.0008509653,"domain_scores_codex":[0.9981229,0.0001900094,0.0005080078,0.000463007,0.0001886032,0.0005274809],"domain_scores_gemma":[0.9976727,0.001536485,0.0001240785,0.0003034443,0.000293464,0.00006981176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005562663,0.0007182164,0.01635922,0.0020932,0.0003153333,0.00002898354,0.08490876,0.000006371187,0.006068292,0.4277484,0.2934487,0.1677483],"study_design_scores_gemma":[0.002811281,0.001524349,0.142217,0.0385734,0.0002704165,0.00007081217,0.4910031,0.01697452,0.00116013,0.006097904,0.2969445,0.002352569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.907731,0.001639507,0.05793384,0.01000114,0.01377576,0.002144063,0.00007078389,0.001406117,0.005297813],"genre_scores_gemma":[0.9705307,0.00002457159,0.0007094193,0.001028202,0.000426325,0.001173956,0.00002640678,0.0000469207,0.02603353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4216504,"threshold_uncertainty_score":0.9993503,"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."}}