{"id":"W3097611876","doi":"10.1186/s12877-020-01849-5","title":"Social participation needs of older adults living in a rural regional county municipality: toward reducing situations of isolation and vulnerability","year":2020,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health and Social Services Centre University Institute of Geriatrics of Sherbrooke; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Canadian Institutes of Health Research; Fonds de recherche du Québec; Ministère de la Santé; Ministère de la Santé et des Services sociaux","keywords":"Recreation; Participatory action research; Psychological intervention; Social engagement; Social isolation; Medicine; Population; Social support; Vulnerability (computing); Rural area; Gerontology; Nursing; Environmental health; Economic growth; Psychology; Sociology; Political science","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":[0.0009449715,0.00005851341,0.0001897795,0.00006342218,0.0001784764,0.00001722734,0.00006762324,0.00009109463,0.00001794991],"category_scores_gemma":[0.001206515,0.00006399854,0.00004399629,0.0005426618,0.00009987057,0.0001788316,0.00002622694,0.00008161315,2.939112e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000652744,"about_ca_system_score_gemma":0.0002601667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01716296,"about_ca_topic_score_gemma":0.004100973,"domain_scores_codex":[0.998745,0.0003051674,0.000422784,0.00009142461,0.0002497847,0.0001858889],"domain_scores_gemma":[0.999019,0.0005060483,0.0002028733,0.00005753322,0.0001361809,0.00007839985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005123405,0.00006451051,0.6309053,0.0004654011,0.00000344895,5.411677e-8,0.3550515,0.00011937,0.000009219923,0.01165845,0.000111007,0.001560459],"study_design_scores_gemma":[0.0002956617,0.00002014823,0.937378,0.00005653326,0.0000158474,4.051834e-8,0.05451941,0.00729467,0.000005155327,0.0002674808,0.00007194725,0.00007509308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948646,0.0001270854,0.001329373,0.003195553,0.00006820581,0.0002459587,0.00001017087,0.00001820241,0.0001407821],"genre_scores_gemma":[0.9991682,0.00007498689,0.0003983525,0.0001613936,0.00016978,0.00001186299,0.00000600721,0.000004026652,0.000005419072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3064727,"threshold_uncertainty_score":0.9893818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08005292029667829,"score_gpt":0.3610232963532066,"score_spread":0.2809703760565283,"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."}}