{"id":"W4409287624","doi":"10.1136/bmjgh-2024-017582","title":"Clinical prediction models to diagnose neonatal sepsis in low-income and middle-income countries: a scoping review","year":2025,"lang":"en","type":"review","venue":"BMJ Global Health","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Great Ormond Street Institute of Child Health; National Institute for Health and Care Research; NIHR Great Ormond Street Hospital Biomedical Research Centre; UK Research and Innovation; Wellcome Trust","keywords":"Medicine; Neonatal sepsis; MEDLINE; Scopus; Sepsis; Intensive care; Low and middle income countries; Population; Health care; Pediatrics; Middle income country; Cochrane Library; Intensive care medicine; Developing country; Emergency medicine; Meta-analysis; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001583525,0.0005022058,0.003570687,0.000244631,0.0001201617,0.00003446782,0.0001747727,0.0003543939,0.0000376952],"category_scores_gemma":[0.0003868263,0.0004163445,0.0004472616,0.0009762715,0.00007657969,0.0001524333,0.0003027765,0.0005912128,0.00007779069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176724,"about_ca_system_score_gemma":0.003632404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00127067,"about_ca_topic_score_gemma":0.001062922,"domain_scores_codex":[0.9952077,0.0004103338,0.002558665,0.0008175116,0.00042381,0.0005820385],"domain_scores_gemma":[0.9976235,0.0004709149,0.000503012,0.0005646119,0.0001276055,0.000710375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003509623,0.00006886016,0.0007581709,0.565809,0.00005858885,0.000109339,0.00001104034,0.000001864692,1.075628e-10,0.0003103048,0.000503536,0.4323342],"study_design_scores_gemma":[0.0005493297,0.0003616286,0.0003775423,0.8622831,0.0003353701,0.0005131557,0.000003760072,0.00002628275,6.211005e-9,0.0001362774,0.135188,0.000225628],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006276031,0.9862655,0.0003293779,0.001112804,0.001072943,0.009362179,0.001282352,0.0001261434,0.0003859112],"genre_scores_gemma":[0.00001776337,0.9937911,0.0004091953,0.004092684,0.0003605696,0.0009101492,0.0001702765,0.00002810056,0.0002201552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4321086,"threshold_uncertainty_score":0.9998288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08830409656566142,"score_gpt":0.4888535743093004,"score_spread":0.400549477743639,"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."}}