{"id":"W2824096056","doi":"10.23889/ijpds.v3i1.418","title":"Childbirth-Related Hospital Burden by Socioeconomic Status in a Universal Health Care Setting","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada; McGill University","funders":"","keywords":"Childbirth; Socioeconomic status; Medicine; Demography; Residence; Context (archaeology); Population; Health care; Community health; Public health; Pregnancy; Environmental health; Geography; Nursing","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":[0.000653166,0.00008921841,0.0001317298,0.0002970482,0.0003468761,0.000124173,0.0005969318,0.00003544495,0.0003226943],"category_scores_gemma":[0.0001397725,0.00008406408,0.00004837869,0.0001205932,0.0001494237,0.001101221,0.0001730779,0.0001900756,0.00003199314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008472244,"about_ca_system_score_gemma":0.0004476285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002142607,"about_ca_topic_score_gemma":0.0002509102,"domain_scores_codex":[0.9984364,0.00002393471,0.000519971,0.0003030121,0.000392334,0.0003243384],"domain_scores_gemma":[0.9988859,0.00002320425,0.0003141682,0.0001938242,0.0003605275,0.0002224335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008077685,0.0003885799,0.7019538,0.0002760063,0.0001557373,0.00005752314,0.01035765,0.0001440632,0.0005833311,0.0069534,0.02094146,0.2573806],"study_design_scores_gemma":[0.004680084,0.001466183,0.7849982,0.0006619917,0.00001404132,0.0004829895,0.002536283,0.02769386,0.0001088702,0.00101889,0.176008,0.0003306091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858896,0.0002040637,0.0005659366,0.008712991,0.002577885,0.0002995736,0.001490454,0.00002199527,0.0002374685],"genre_scores_gemma":[0.9959725,0.00005437601,0.001673731,0.0003538455,0.0004444955,0.00000291111,0.0010169,0.000009450107,0.0004718048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.25705,"threshold_uncertainty_score":0.3533276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02274092714144733,"score_gpt":0.3955343312750525,"score_spread":0.3727934041336052,"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."}}