{"id":"W4403232108","doi":"10.4017/gt.2024.23.s.894.4.sp","title":"Sustainable AAL technology for supporting seniors in independent living shared homes","year":2024,"lang":"en","type":"article","venue":"Gerontechnology","topic":"Technology Use by Older Adults","field":"Social Sciences","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; Sustainable living; Assisted Living Facility; Aging in place; Gerontology; Psychology; Human–computer interaction; Business; Computer science; Internet privacy; Medicine; Sustainability","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":[0.003797238,0.000307055,0.0001944737,0.000795576,0.002671555,0.002786253,0.001011552,0.001901572,0.01471728],"category_scores_gemma":[0.008979308,0.0001382333,0.0005263574,0.0007500391,0.0009352713,0.00395714,0.005132041,0.001111168,0.004195764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683165,"about_ca_system_score_gemma":0.005152914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003036882,"about_ca_topic_score_gemma":0.009780541,"domain_scores_codex":[0.9982786,0.0007756696,0.00007903768,0.00007570371,0.0005547301,0.000236277],"domain_scores_gemma":[0.9964657,0.001188689,0.0002085752,0.0002444981,0.0005429272,0.001349568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007225778,0.0003393069,0.004570908,0.001150304,0.00001598871,0.0007218088,0.01555075,0.00035353,0.001799476,0.02343601,0.2804363,0.6715534],"study_design_scores_gemma":[0.0000357495,0.0003358914,0.007207105,0.00146303,0.00002581003,0.0007891331,0.02413035,0.0005428771,0.00101405,0.01384482,0.950555,0.00005634139],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1449162,0.02365969,0.089085,0.173866,0.008832735,0.001848703,0.001384064,0.00352636,0.5528811],"genre_scores_gemma":[0.6542818,0.03357876,0.1252605,0.02257084,0.002158836,0.002030825,0.001424354,0.0003783802,0.1583156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01471728,"threshold_uncertainty_score":0.04923421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261046696695878,"score_gpt":0.3098118572835455,"score_spread":0.2972013903165868,"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."}}