{"id":"W4224263769","doi":"10.2196/34577","title":"Naturally Occurring Retirement Communities: Scoping Review","year":2022,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Gerontology; Retirement community; Population; Psychology; Aging in place; Conceptual framework; Medical education; Medicine; Sociology; Social science; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001027926,0.00008731818,0.000164194,0.00005585259,0.003056469,0.00006060144,0.0003038398,0.0000121313,0.0008810721],"category_scores_gemma":[0.00004202059,0.00009259783,0.00006330828,0.0002608055,0.0000728923,0.0001504609,0.0002318581,0.0002280019,0.000008716936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001585521,"about_ca_system_score_gemma":0.0001249244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007714559,"about_ca_topic_score_gemma":0.009655715,"domain_scores_codex":[0.9986017,0.0003453761,0.0002089953,0.0001213165,0.0004550661,0.0002674929],"domain_scores_gemma":[0.9995139,0.0001026775,0.0001132398,0.0001743378,0.00005305773,0.00004276017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002506273,0.00004126534,0.01349482,0.001719111,0.00003053632,0.000009289429,0.9369853,0.00002747786,0.000006526882,0.004471124,0.04010439,0.003107671],"study_design_scores_gemma":[0.0008358576,0.0001093276,0.0128245,0.05912775,0.000117915,0.000006645376,0.1642598,0.0002063928,0.00002553107,0.001675335,0.7593586,0.001452381],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.591625,0.2661174,0.000237185,0.01553055,0.002981466,0.005511125,0.00001969885,0.00117558,0.116802],"genre_scores_gemma":[0.9858601,0.008454505,0.0001254527,0.003831604,0.0002502885,0.0003403715,0.000008808823,0.00001200551,0.001116851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7727255,"threshold_uncertainty_score":0.9988931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04548153869871395,"score_gpt":0.3743422853719227,"score_spread":0.3288607466732087,"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."}}