{"id":"W3081563555","doi":"10.23889/ijpds.v5i1.1351","title":"Individual and neighbourhood socioeconomic status increase risk of avoidable hospitalizations among Canadian adults: A retrospective cohort study of linked population health data","year":2020,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research; University of Toronto; University of Guelph","keywords":"Medicine; Socioeconomic status; Population; Neighbourhood (mathematics); Demography; Cohort; Household income; Environmental health; Gerontology; Geography","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":[0.001746381,0.0006029058,0.0007124698,0.002397477,0.002878403,0.001633869,0.001793077,0.0006171801,0.001504058],"category_scores_gemma":[0.004019112,0.0006885523,0.001382369,0.007215231,0.00061919,0.0005758019,0.001615283,0.001072769,0.0002520552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01373436,"about_ca_system_score_gemma":0.01934055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9790581,"about_ca_topic_score_gemma":0.9778543,"domain_scores_codex":[0.9981132,0.0001387376,0.0001486622,0.0005039045,0.0006416519,0.0004539768],"domain_scores_gemma":[0.9972672,0.0001141812,0.0006849268,0.0003134808,0.001179719,0.0004404968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008728141,0.00002562405,0.9968546,0.00003757785,0.0002451863,0.00004461271,0.0002400618,0.00005500094,0.00006513565,0.00006074687,0.001081469,0.001202707],"study_design_scores_gemma":[0.00001302979,0.00001943934,0.9985348,0.0000271156,0.00009127763,0.00004888801,0.0002736602,0.0002006945,0.00002214768,0.00002376985,0.0007325304,0.00001264386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701144,0.00128569,0.0002967527,0.0002645421,0.00003095742,0.0001751414,0.02613739,0.00002577911,0.001669389],"genre_scores_gemma":[0.9875603,0.0006640502,0.0005495559,0.0001349535,0.00001373098,0.0001212262,0.01033488,0.0000107979,0.0006105525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02094191,"threshold_uncertainty_score":0.09965026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05890006155872704,"score_gpt":0.4195591434814562,"score_spread":0.3606590819227291,"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."}}