{"id":"W7162018436","doi":"10.82308/50864","title":"The relationship between housing characteristics and subjective well-being among older Canadians: a focus on rural-urban residency and gender","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Life satisfaction; Socioeconomic status; Feeling; Affect (linguistics); Multivariate analysis; Association (psychology); Logistic regression; Aging in place; Quality of life (healthcare)","routes":{"ca_aff":false,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005046288,0.0002184943,0.0002583062,0.0001544994,0.002895533,0.0003216589,0.0001217185,0.0002538472,0.00001051172],"category_scores_gemma":[0.0006680702,0.0001753862,0.00004439316,0.000229572,0.0001668033,0.0001640687,0.00002385795,0.0003511818,0.000003243746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780532,"about_ca_system_score_gemma":0.0003234935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03051585,"about_ca_topic_score_gemma":0.3567272,"domain_scores_codex":[0.9986268,0.0001981811,0.0002562028,0.0002811314,0.0002900862,0.0003475655],"domain_scores_gemma":[0.9972182,0.002287053,0.0001748663,0.0001220172,0.00009647836,0.0001013857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001235814,0.000002780307,0.9334467,0.00002926094,0.00006927584,0.000002841094,0.03131576,1.938044e-8,3.548804e-7,0.03177019,0.002164661,0.001185801],"study_design_scores_gemma":[0.0001014009,0.00001140296,0.9471338,0.0002351091,0.0001428984,4.978162e-8,0.03977477,0.000001334121,0.000003410171,0.01199748,0.0003972061,0.000201162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8078071,0.0008680112,0.000004633156,0.0008688056,0.0002786145,0.0004243103,0.00001114119,0.00004297657,0.1896944],"genre_scores_gemma":[0.9319734,0.0006017025,0.00001048437,0.00004114023,0.0002446828,0.0000275898,0.00006213498,0.00001422521,0.06702463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3262113,"threshold_uncertainty_score":0.9984025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02774034181973593,"score_gpt":0.3108272879258011,"score_spread":0.2830869461060652,"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."}}