{"id":"W2794979734","doi":"10.1371/journal.pone.0194576","title":"Measuring the preparedness of health facilities to deliver emergency obstetric care in a South African district","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Medicine; Health facility; Workload; Preparedness; Medical emergency; Population; Health care; Quarter (Canadian coin); Environmental health; Cross-sectional study; Public health; Family medicine; Emergency medicine; Nursing; Health services; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008300265,0.000294712,0.0002163804,0.00135788,0.001532187,0.0008874502,0.0007135512,0.0004236394,0.001790927],"category_scores_gemma":[0.003771336,0.0004493013,0.0002114724,0.00188615,0.0008039055,0.0007070639,0.002143819,0.0004546157,0.0001430844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002290997,"about_ca_system_score_gemma":0.002502861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04476312,"about_ca_topic_score_gemma":0.08197041,"domain_scores_codex":[0.9991528,0.0002829185,0.00006558792,0.00007952125,0.0001126045,0.0003066474],"domain_scores_gemma":[0.9979639,0.0004580459,0.000875788,0.0000729409,0.0002356626,0.0003936272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006660422,0.0001182625,0.9831027,0.0001628383,0.00002871187,0.0003502999,0.006916513,0.0005238797,0.001208289,0.0001142075,0.0002398931,0.007167832],"study_design_scores_gemma":[0.000007967352,0.0001872878,0.983284,0.00005438999,0.00001302654,0.0002020964,0.0152487,0.0002995298,0.0001826047,0.00003929875,0.0004704364,0.00001067595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995128,0.00003318911,0.00003956103,0.00003913203,9.504373e-7,0.00002618246,0.00009744306,0.000001161774,0.0002496527],"genre_scores_gemma":[0.9994602,0.00007952545,0.0002417947,0.00001511192,0.000001601369,0.00003596014,0.00008482274,5.227727e-7,0.00008052459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04476312,"threshold_uncertainty_score":0.08900511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07308256743991295,"score_gpt":0.2671998280430901,"score_spread":0.1941172606031771,"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."}}