{"id":"W4412146332","doi":"10.1177/20552076251336004","title":"Perspectives of older adults on the ethics of active assisted living technologies: A Scoping review and conceptual framework","year":2025,"lang":"en","type":"review","venue":"Digital Health","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; University of Waterloo; Conestoga College","funders":"Mitacs","keywords":"Assisted living; Engineering ethics; Conceptual framework; Sociology; Psychology; Gerontology; Medicine; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008950083,0.0003397766,0.002149604,0.0002309903,0.0001291063,0.00009228335,0.0008612664,0.0003757684,0.000003686017],"category_scores_gemma":[0.00887551,0.0002348649,0.0002908813,0.00107019,0.0003671645,0.0003366444,0.0005734421,0.001228812,0.00000346685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717864,"about_ca_system_score_gemma":0.002080573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002402355,"about_ca_topic_score_gemma":0.0000112911,"domain_scores_codex":[0.9971037,0.0006686752,0.0009139326,0.0006492338,0.0003967712,0.0002677227],"domain_scores_gemma":[0.9793708,0.01790209,0.001473288,0.0008509732,0.0003489567,0.00005384787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001150713,0.00006947287,0.000001141077,0.1558236,0.0000562252,5.238026e-7,0.003478988,4.582047e-9,1.631091e-9,0.004993161,0.00003699013,0.8355387],"study_design_scores_gemma":[0.00004861391,0.0001641168,0.000009751107,0.991277,0.00004290963,0.00001422426,0.004952108,0.000001986754,5.533897e-7,0.0001338777,0.003169963,0.000184901],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002909765,0.9878665,0.006736856,0.001456561,0.0001306136,0.002976178,0.0001504588,0.0001395937,0.0005403153],"genre_scores_gemma":[0.00425798,0.9950292,0.0002300519,0.0002465358,0.00001366611,0.000175165,0.000005135362,0.00001433996,0.00002788656],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8354534,"threshold_uncertainty_score":0.9994732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09617012266948383,"score_gpt":0.4060897065228696,"score_spread":0.3099195838533858,"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."}}