{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00150791,0.0002684555,0.0004451224,0.002411549,0.000430889,0.0001274989,0.001010207,0.001518343,0.000144407],"category_scores_gemma":[0.002668862,0.0002952951,0.000117772,0.002093579,0.0009064208,0.0004293539,0.0004771762,0.0008945229,0.00006755393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006453482,"about_ca_system_score_gemma":0.0005485871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111377,"about_ca_topic_score_gemma":0.009508636,"domain_scores_codex":[0.9964775,0.00007724592,0.0005588578,0.0008626647,0.0002508805,0.001772863],"domain_scores_gemma":[0.9987797,0.0003903916,0.0001268078,0.0004775416,0.0001512787,0.0000743137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002380947,0.000135806,0.02408953,0.000270524,0.00009227509,0.0007143341,0.01359757,0.000007457619,0.001362951,0.808355,0.004164312,0.1471865],"study_design_scores_gemma":[0.001203564,0.0004852102,0.002446371,0.0006707993,0.00007361784,0.0001557132,0.3139961,0.000744383,0.004184787,0.2177053,0.4570779,0.001256273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298449,0.005257187,0.004524556,0.04479879,0.001065971,0.002306099,0.00002313809,0.008030754,0.004148671],"genre_scores_gemma":[0.9913644,0.0001507046,0.002392271,0.00006523965,0.0000939919,0.0006202051,0.000006023887,0.00005501295,0.005252136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5906497,"threshold_uncertainty_score":0.9999499,"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."}}