{"id":"W4402452749","doi":"10.1136/bmjgh-2024-015862","title":"A call to bridge the diagnostic gap: diagnostic solutions for neonatal sepsis in low- and middle-income countries","year":2024,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"Department of Health and Social Care; Bundesministerium für Bildung und Forschung; National Institute for Health and Care Research; Academy of Medical Sciences; World Health Organization","keywords":"Low and middle income countries; Bridge (graph theory); Neonatal sepsis; Diagnostic test; Sepsis; Public health; Medicine; Intensive care medicine; Economics; Environmental health; Public economics; Pediatrics; Developing country; Economic growth; Nursing; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03966784,0.002149343,0.003427758,0.003263686,0.004928404,0.01362888,0.005486696,0.0278672,0.04925977],"category_scores_gemma":[0.1110952,0.001235104,0.004231927,0.001973783,0.008285135,0.02460399,0.01772438,0.03725291,0.01479836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005685573,"about_ca_system_score_gemma":0.04592777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0117456,"about_ca_topic_score_gemma":0.01718052,"domain_scores_codex":[0.9779453,0.01223914,0.00182237,0.001103115,0.0038503,0.003039876],"domain_scores_gemma":[0.847253,0.06746726,0.006770199,0.005214445,0.03356426,0.03973084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001145213,0.0001543433,0.001325157,0.001332593,0.0001006866,0.0003089942,0.0005786272,0.000373445,0.0002686458,0.009058999,0.8916908,0.09469326],"study_design_scores_gemma":[0.0003517492,0.0004830463,0.006476081,0.01536994,0.0002877453,0.000901804,0.007534298,0.001085891,0.0004132368,0.07690766,0.8897882,0.0004003074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002414279,0.01197415,0.0009276228,0.9769925,0.008035313,0.00002168845,0.0001231309,0.0001197096,0.001564461],"genre_scores_gemma":[0.01536283,0.06655776,0.01544984,0.8401372,0.05702149,0.000347386,0.0007010145,0.0002406997,0.004181827],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04925977,"threshold_uncertainty_score":0.2097861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03552741252713292,"score_gpt":0.3735481744697863,"score_spread":0.3380207619426533,"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."}}