{"id":"W2030278644","doi":"10.1016/j.jpedsurg.2015.02.031","title":"Mortality of pediatric surgical conditions in low and middle income countries in Africa","year":2015,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; McMaster University Medical Centre; Western University","funders":"","keywords":"Medicine; Mortality rate; Low and middle income countries; Pediatric surgery; Child mortality; Developing country; Pediatrics; Atresia; Environmental health; Surgery; Population","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":[0.003896537,0.0001528426,0.0009420795,0.001327488,0.00002253358,0.00001011925,0.00006324826,0.0001643535,0.00004626901],"category_scores_gemma":[0.001498901,0.0001293254,0.0001783319,0.001224012,0.00007226801,0.0002106624,0.00003177184,0.0003971507,0.000005748529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562347,"about_ca_system_score_gemma":0.001714464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001241153,"about_ca_topic_score_gemma":0.00002507987,"domain_scores_codex":[0.9969695,0.0001981748,0.001564283,0.0001478588,0.0006667514,0.000453457],"domain_scores_gemma":[0.9965321,0.001695643,0.0006481892,0.0001451086,0.0003897734,0.0005891505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000385168,0.0002929123,0.9904832,0.0006520929,0.00001299537,0.001666267,0.0001677276,0.00001456856,2.96374e-7,0.00002916071,0.006271898,0.00002374685],"study_design_scores_gemma":[0.001848258,0.0001324746,0.9961385,0.000160226,0.00013066,0.0002743631,0.0002005381,0.00002154296,0.000004010526,0.0003322471,0.0006294971,0.0001276849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881708,0.01021322,0.000001697702,0.0003475147,0.0007348133,0.0001230849,0.00002819477,0.000007243095,0.0003734438],"genre_scores_gemma":[0.9922328,0.00586017,0.00004385099,0.0000647027,0.001752736,0.00000341359,0.000005114618,0.00001105326,0.0000261849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005655331,"threshold_uncertainty_score":0.5273735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05415559516763101,"score_gpt":0.3143962537612055,"score_spread":0.2602406585935745,"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."}}