{"id":"W4408831346","doi":"10.1177/01640275251328591","title":"Adults Aged 75+ Happy in Conventional Dwelling or Independent Living Facility but Associated With Thriving and Ageism","year":2025,"lang":"en","type":"article","venue":"Research on Aging","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Victoriaville; Université de Montréal; Université Laval; University of Ottawa; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Sherbrooke","funders":"Fonds de Recherche du Québec - Santé; Canada Research Chairs","keywords":"Happiness; Thriving; Gerontology; Psychology; Demography; Medicine; Social psychology; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007922315,0.00009670196,0.0002003831,0.0003109747,0.001171755,0.0002310569,0.0001968076,0.0001039738,0.0001810416],"category_scores_gemma":[0.004574083,0.00008123255,0.00002983035,0.0006519019,0.0002454104,0.0001839164,0.000124351,0.0007420935,0.000007229939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005428444,"about_ca_system_score_gemma":0.0006636307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02111315,"about_ca_topic_score_gemma":0.05943422,"domain_scores_codex":[0.9965231,0.001129692,0.0002475243,0.0003429261,0.0009431436,0.0008136302],"domain_scores_gemma":[0.9950983,0.004419996,0.00004765508,0.0001200814,0.0001401291,0.0001738568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001177907,0.0001341095,0.9719756,0.0002838888,0.00003132182,0.0000787922,0.01113805,0.00005930351,0.000007055348,0.008314498,0.0002758401,0.007583753],"study_design_scores_gemma":[0.0005535142,0.00003870229,0.9681876,0.003887222,0.000002424556,2.66074e-7,0.02522372,0.000698954,0.00001370766,0.000415326,0.0008606057,0.0001180054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892054,0.0002083441,0.0001469782,0.003594715,0.00009384212,0.000424066,0.000008896703,0.00004819749,0.006269533],"genre_scores_gemma":[0.9947712,0.0002644604,0.00003414182,0.0003710982,0.00003750738,0.00003171662,0.000003190815,0.000005439716,0.004481238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03832107,"threshold_uncertainty_score":0.9854053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114337486826494,"score_gpt":0.443151186633861,"score_spread":0.3317174379512117,"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."}}