{"id":"W3135271347","doi":"10.1186/s12913-021-06194-w","title":"Does socio-economic status influence the effect of multimorbidity on the frequent use of ambulatory care services in a universal healthcare system? A population-based cohort study","year":2021,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec; Institut National d'Excellence en Santé et en Services Sociaux; Institut National de Santé Publique du Québec; Université Laval","funders":"","keywords":"Socioeconomic status; Medicine; Population; Ambulatory care; Health care; Cohort; Ambulatory; Public health; Health administration; Emergency department; Cohort study; Environmental health; Family medicine; Demography; Gerontology; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0023671,0.0002090875,0.0006035095,0.0002648277,0.0003023198,0.0000600183,0.0003667224,0.0000770228,0.00004679198],"category_scores_gemma":[0.00004764052,0.0001121722,0.0001029549,0.0005449757,0.0001255382,0.0001462485,0.0002114992,0.0004630635,0.000008462489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00228904,"about_ca_system_score_gemma":0.002608842,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2123456,"about_ca_topic_score_gemma":0.07754313,"domain_scores_codex":[0.9938406,0.003238998,0.0006862758,0.0005168078,0.001115302,0.0006020369],"domain_scores_gemma":[0.9959276,0.001955952,0.000311136,0.001175904,0.0004248132,0.0002045994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000562439,0.0001586352,0.9531448,0.03476727,0.00007582964,0.00002273593,0.003672265,0.007237765,0.000008605929,0.0002382286,0.000003421415,0.0001079937],"study_design_scores_gemma":[0.001824021,0.0007771358,0.9082866,0.002107371,0.00004020915,3.256334e-7,0.07988637,0.006898183,0.00005972994,0.000004788655,0.00004168682,0.00007355685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929915,0.0006381459,5.216928e-7,0.0006319459,0.0001038964,0.005385429,0.000168384,0.00003389797,0.00004628883],"genre_scores_gemma":[0.9991961,0.00007604084,0.00001817671,0.0002262179,0.00004349173,0.000243003,0.0001590983,0.00002526671,0.00001256384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1348025,"threshold_uncertainty_score":0.9392893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04757007198134823,"score_gpt":0.4061787411524105,"score_spread":0.3586086691710623,"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."}}