{"id":"W3192642320","doi":"10.1186/s12889-021-11531-z","title":"Determinants of perceived health and unmet healthcare needs in universal healthcare systems with high gender equality","year":2021,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Alberta Health; University of Alberta; McGill University Health Centre","funders":"Vetenskapsrådet; Canadian Institutes of Health Research; Fundación Bancaria Caixa d'Estalvis i Pensions de Barcelona; Austrian Science Fund; National Science Foundation","keywords":"Health care; Biostatistics; Medicine; Public health; Marital status; Social determinants of health; Gerontology; Environmental health; Demography; Population; Nursing; Economic growth","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003030192,0.0004283501,0.001767208,0.000696028,0.0003051023,0.00005200347,0.0001829152,0.000311587,0.00002573811],"category_scores_gemma":[0.0002650968,0.0003852098,0.00009540078,0.001735107,0.000185149,0.0002251138,0.0001207262,0.0007472344,0.000003521915],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001484276,"about_ca_system_score_gemma":0.02277341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04596542,"about_ca_topic_score_gemma":0.01830047,"domain_scores_codex":[0.9922971,0.002483601,0.001667254,0.001009124,0.0009435765,0.001599311],"domain_scores_gemma":[0.994754,0.0002940756,0.0006287231,0.001102468,0.0007746658,0.002446133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002817294,0.0003285435,0.9416627,0.02044656,0.00003951596,0.0000822073,0.01700152,0.000006101261,0.000005480079,0.006334939,0.000202808,0.01360793],"study_design_scores_gemma":[0.004138994,0.002241091,0.8930943,0.001242571,0.00001107213,0.0007524264,0.09407013,0.0003779128,0.000007647363,0.00009560164,0.003612983,0.0003552944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9358198,0.01664239,0.000214571,0.0447706,0.0004260987,0.001670492,0.0002306163,0.0001164894,0.0001089478],"genre_scores_gemma":[0.9869825,0.00209184,0.001996237,0.00813972,0.0001767484,0.00004882966,0.0003098456,0.00007170242,0.0001825707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0770686,"threshold_uncertainty_score":0.99986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1567537522763876,"score_gpt":0.3778760572666666,"score_spread":0.221122304990279,"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."}}