{"id":"W4232942079","doi":"10.12688/f1000research.18205.1","title":"Burden of health behaviours and socioeconomic position on health care expenditure in Ontario","year":2019,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa; University of Toronto; Statistics Canada","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Health care; Socioeconomic status; Medicine; Environmental health; Public health; Health policy; Community health; Population; Gerontology; 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":[],"consensus_categories":[],"category_scores_codex":[0.002545128,0.0001803642,0.0006662781,0.0003181276,0.0003955408,0.00009516493,0.0004146036,0.0003737857,0.0004585789],"category_scores_gemma":[0.0000421577,0.0001931303,0.00009530703,0.00005378548,0.0002148371,0.00007704877,0.0003355891,0.001467688,0.00002902666],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005167565,"about_ca_system_score_gemma":0.01200052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9726734,"about_ca_topic_score_gemma":0.9100882,"domain_scores_codex":[0.9964129,0.0009956039,0.0005760721,0.000494174,0.0006391371,0.0008820567],"domain_scores_gemma":[0.9987034,0.0002536708,0.00027375,0.0003576668,0.00008370357,0.0003278641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001071425,0.0001222281,0.5463879,0.002578659,0.00002711542,0.000008082157,0.3968392,0.0004152321,4.046277e-7,0.01089065,0.02074436,0.02187902],"study_design_scores_gemma":[0.000630251,0.0003332328,0.9089145,0.001175493,0.000003769675,4.923058e-7,0.06979325,0.00001520394,0.000003093226,0.001236659,0.01761476,0.0002792875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219797,0.004629049,0.000003355204,0.06594441,0.0007345729,0.002166065,0.0002062145,0.00002760195,0.004309051],"genre_scores_gemma":[0.9943178,0.00179458,0.0000841615,0.001456535,0.0001857665,0.000066037,0.0002757784,0.0000273961,0.001791926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3625266,"threshold_uncertainty_score":0.9986514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06933125964266756,"score_gpt":0.4298958145834934,"score_spread":0.3605645549408258,"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."}}