{"id":"W2788336274","doi":"10.1136/bmj.k55","title":"Within country inequalities in caesarean section rates: observational study of 72 low and middle income countries","year":2018,"lang":"en","type":"article","venue":"BMJ","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":288,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"World Health Organization","keywords":"Inequality; Caesarean section; Demography; Geography; Socioeconomics; Economics; Mathematics; Pregnancy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000427473,0.00006180529,0.0001573006,0.00007555035,0.00005333727,0.000009053514,0.00002717119,0.00003696343,0.0002186744],"category_scores_gemma":[0.00006408464,0.00005139305,0.00001188817,0.0001031925,0.00007072328,0.00008003071,0.00002557587,0.00007132791,0.000005554646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003472673,"about_ca_system_score_gemma":0.00006256059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004538706,"about_ca_topic_score_gemma":0.005970622,"domain_scores_codex":[0.9992007,0.00004604322,0.0003979811,0.00009594821,0.0001666922,0.00009264825],"domain_scores_gemma":[0.9995714,0.0000419476,0.0001071334,0.00009092048,0.0001515556,0.00003703146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004455437,0.0002272062,0.9900675,0.002645375,0.00001979579,0.00001167073,0.005071335,0.000002205525,0.00002702642,0.001244856,0.0002137813,0.00002365445],"study_design_scores_gemma":[0.001223075,0.001338865,0.990773,0.001195095,0.000007640599,0.00003386415,0.002865943,0.0002850354,0.0002792462,0.0002136975,0.001727112,0.00005742472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983938,0.00006846408,0.000006117845,0.0004211998,0.0003051772,0.000373609,0.00006247271,0.00001282358,0.0003563739],"genre_scores_gemma":[0.9958029,0.000005978365,0.0000624406,0.0001978396,0.0002487746,0.00003454115,0.000014861,0.000005564,0.003627109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003270735,"threshold_uncertainty_score":0.6861196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1355411622588915,"score_gpt":0.3993148614954813,"score_spread":0.2637736992365899,"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."}}