{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.018288,0.001481493,0.0044112,0.02390353,0.002628467,0.006713822,0.003139242,0.004154823,0.00745295],"category_scores_gemma":[0.08138511,0.001512022,0.004141916,0.02972274,0.00207236,0.005057557,0.003877366,0.00213104,0.001046315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009574273,"about_ca_system_score_gemma":0.06276224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03682005,"about_ca_topic_score_gemma":0.07513689,"domain_scores_codex":[0.9867828,0.004062457,0.004819118,0.0008850141,0.002881094,0.0005695985],"domain_scores_gemma":[0.914813,0.06078576,0.009807238,0.001456192,0.0121243,0.00101348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007242383,0.00002952917,0.0007332098,0.8786432,0.0008432359,0.0002769472,0.001526814,0.0001548628,0.0001040746,0.001749372,0.008733025,0.1071332],"study_design_scores_gemma":[0.00001327515,0.0000245742,0.0007945393,0.9577506,0.001526741,0.0001908549,0.0008193249,0.00002504264,0.00004365678,0.0003346681,0.03846277,0.0000140509],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005677835,0.9953678,0.0002857456,0.0007810796,0.0003330277,0.0006053228,0.0004813249,0.00001161881,0.001566298],"genre_scores_gemma":[0.00470194,0.9924084,0.0006538745,0.0005646696,0.0001171924,0.0009654012,0.0003235878,0.000006273355,0.0002586498],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03682005,"threshold_uncertainty_score":0.09671736,"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."}}