{"id":"W2959940465","doi":"10.1002/cl2.1058","title":"Mass deworming for improving health and cognition of children in endemic helminth areas: A systematic review and individual participant data network meta‐analysis","year":2019,"lang":"en","type":"review","venue":"Campbell Systematic Reviews","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; SickKids Foundation; University of Toronto; Public Health Ontario; Hospital for Sick Children; Public Health Agency of Canada; Bruyère; University of Ottawa","funders":"Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Deworming; Meta-analysis; Cognition; Psychology; Environmental health; Medicine; Helminths; Psychiatry; Immunology; Pathology","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":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"meta_analysis","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","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.009640529,0.0006989174,0.02135829,0.0003687673,0.000137239,0.00004939334,0.0006469553,0.000335935,0.0000333449],"category_scores_gemma":[0.002237725,0.000433968,0.00139085,0.0006500023,0.000072018,0.0001696716,0.0002679394,0.0004391587,0.00005788331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000500377,"about_ca_system_score_gemma":0.000211503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007681166,"about_ca_topic_score_gemma":0.0001138689,"domain_scores_codex":[0.9881768,0.004860151,0.005431173,0.0008977571,0.00008724075,0.0005468444],"domain_scores_gemma":[0.9886574,0.002740641,0.006783299,0.001654208,0.00008226694,0.0000821888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000002029011,0.00002642442,0.00000536879,0.9288915,0.06928638,3.321438e-7,0.0001012457,2.46539e-7,3.428223e-7,0.00004249281,0.000166459,0.001477132],"study_design_scores_gemma":[0.0001141669,0.00005695396,4.487349e-7,0.4893779,0.5067928,0.0001526527,0.00003934012,0.000009320092,7.149319e-8,0.000005263874,0.003220764,0.000230262],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.191064e-7,0.9628653,0.0006949037,0.00001604333,0.0001259327,0.0353516,0.0009212531,0.0000147237,0.00000931128],"genre_scores_gemma":[0.00004164016,0.9900395,0.0003103829,0.0001883218,0.00002249632,0.005862163,0.003325065,0.0000414301,0.0001690343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4395136,"threshold_uncertainty_score":0.9998112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3327176059228812,"score_gpt":0.4259438510341865,"score_spread":0.09322624511130528,"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."}}