{"id":"W4415524991","doi":"10.1101/2025.10.22.25338582","title":"Burden, Risk Factors, and Clinical Outcomes of Pediatric Malaria in Nigeria: A Systematic Review and Meta-Analysis Protocol","year":2025,"lang":"","type":"preprint","venue":"medRxiv","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malaria; Observational study; Funnel plot; Meta-analysis; Protocol (science); Data extraction; Pooling; Socioeconomic status; Propensity score matching","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":[0.04765887,0.005957298,0.02071546,0.01032915,0.002402673,0.006908025,0.004980804,0.005930834,0.05952684],"category_scores_gemma":[0.07182416,0.003989407,0.02959752,0.007930757,0.00254821,0.005066532,0.004383612,0.004589047,0.004537176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009158949,"about_ca_system_score_gemma":0.03224177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005458226,"about_ca_topic_score_gemma":0.01096569,"domain_scores_codex":[0.9843431,0.006333121,0.004577567,0.001578923,0.002322889,0.0008443795],"domain_scores_gemma":[0.9816638,0.007561004,0.004640478,0.001572612,0.003912811,0.0006492634],"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":[0.00467111,0.0001858073,0.001198896,0.9474871,0.0199965,0.000240932,0.0003467522,0.001004291,0.0003671781,0.001850227,0.007599913,0.01505129],"study_design_scores_gemma":[0.03276877,0.00326269,0.01151887,0.6011552,0.2534322,0.0005667954,0.001118378,0.003292061,0.002072397,0.0083644,0.08189889,0.0005493129],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002149371,0.01868882,0.004398744,0.001009291,0.0004610749,0.9590471,0.01306098,0.0002456268,0.0009388409],"genre_scores_gemma":[0.002032176,0.005167993,0.004684803,0.0003760855,0.00003758798,0.9861545,0.001070226,0.0000157408,0.0004608454],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05952684,"threshold_uncertainty_score":0.2520472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07084701429340881,"score_gpt":0.4017238215213808,"score_spread":0.330876807227972,"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."}}