{"id":"W4405865407","doi":"10.1016/j.ssmph.2024.101743","title":"The association between total social exposure and incident multimorbidity: A population-based cohort study","year":2024,"lang":"en","type":"article","venue":"SSM - Population Health","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; Institute for Work & Health; Canada Research Chairs; Vector Institute; Hospital for Sick Children; University of Toronto","funders":"Canadian Institutes of Health Research; Novo Nordisk; Cancer Care Ontario","keywords":"Cohort; Multimorbidity; Association (psychology); Cohort study; Demography; Medicine; Population; Environmental health; Psychology; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001259686,0.0004747645,0.0004683446,0.0008157339,0.001528634,0.001039005,0.0009831515,0.0006843028,0.001310946],"category_scores_gemma":[0.001883236,0.000672463,0.000975035,0.002105315,0.0004387523,0.0004465201,0.000808975,0.001159163,0.0002965095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002782222,"about_ca_system_score_gemma":0.004123356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.623129,"about_ca_topic_score_gemma":0.6672744,"domain_scores_codex":[0.9991847,0.0001156877,0.00005498542,0.0002103995,0.0002183937,0.0002157849],"domain_scores_gemma":[0.9987363,0.00006114281,0.0002570473,0.0001945648,0.0003980345,0.0003528781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009895694,0.00005056251,0.9981474,0.00001245318,0.0002019313,0.00004779257,0.0001894365,0.00002338552,0.00009953525,0.00002092242,0.0005085487,0.0005991647],"study_design_scores_gemma":[0.00001977661,0.0000355421,0.9992644,0.000009617434,0.00007222045,0.00004758785,0.0001577133,0.0001151758,0.000009804391,0.00001337688,0.0002489738,0.000005729064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948115,0.0002642095,0.0001742581,0.0001247263,0.00001594822,0.00005940074,0.004058464,0.000008700485,0.0004828328],"genre_scores_gemma":[0.9966948,0.0002805873,0.00024873,0.00008620163,0.00001578101,0.00007099387,0.002129763,0.00000535934,0.0004678308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.623129,"threshold_uncertainty_score":0.7581809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03958782896867314,"score_gpt":0.3785249133661878,"score_spread":0.3389370843975147,"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."}}