{"id":"W4415256605","doi":"10.2196/72579","title":"An Accessible Multifunctional System to Support Safe and Independent Aging in Place: Iterative Development and Qualitative Analysis","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autonomy; Empowerment; Qualitative research; Aging in place; Qualitative analysis; Independent living; Healthy aging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02548444,0.000629689,0.0004939177,0.002507788,0.004482755,0.003220381,0.001862655,0.001019957,0.003258908],"category_scores_gemma":[0.02745908,0.0004493317,0.0006264031,0.001902243,0.00579569,0.003539485,0.005306393,0.001283423,0.0003668652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007227452,"about_ca_system_score_gemma":0.008436332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005260468,"about_ca_topic_score_gemma":0.01047561,"domain_scores_codex":[0.9895265,0.007975966,0.0003128266,0.0004876161,0.001151899,0.0005451688],"domain_scores_gemma":[0.9751772,0.01986709,0.0006731779,0.0008341876,0.002840326,0.0006079389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007561507,0.0001164756,0.003845705,0.000883041,0.00001120721,0.0006949151,0.9328281,0.000484113,0.002640292,0.01259046,0.002228128,0.04360186],"study_design_scores_gemma":[0.00003473732,0.0001992934,0.00360921,0.001398341,0.00003885241,0.0004032469,0.9267563,0.002331044,0.003412481,0.007513605,0.05425391,0.00004892869],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8226545,0.000941363,0.1307108,0.00396149,0.0001367644,0.006292376,0.001531926,0.0002226318,0.03354811],"genre_scores_gemma":[0.8571045,0.0009601791,0.1284549,0.0006301539,0.00001689106,0.004945745,0.0005842274,0.0001409533,0.007162458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02548444,"threshold_uncertainty_score":0.1347762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02388790715858132,"score_gpt":0.3936038008593567,"score_spread":0.3697158937007754,"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."}}