{"id":"W4409126143","doi":"10.1136/bmjopen-2024-093018","title":"Updating global estimates of pathogen-attributable diarrhoeal disease burden: a methodology and integrated protocol for a broad-scope systematic review of a syndrome with diverse infectious aetiologies","year":2025,"lang":"en","type":"review","venue":"BMJ Open","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Fogarty International Center; National Institute of Allergy and Infectious Diseases; World Health Organization","keywords":"Medicine; Shigella; Cryptosporidium; Rotavirus; Population; Disease burden; Sapovirus; Transmission (telecommunications); Campylobacter; Entamoeba histolytica; Environmental health; Norovirus; Virology; Microbiology; Outbreak; Salmonella; Biology; Immunology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3145899,0.008028227,0.02083999,0.03815198,0.004158315,0.009711828,0.008025185,0.01133536,0.0228722],"category_scores_gemma":[0.4485173,0.007787434,0.02478637,0.03224393,0.007880251,0.008824712,0.01262473,0.00789867,0.005579172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01825269,"about_ca_system_score_gemma":0.07319809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006475998,"about_ca_topic_score_gemma":0.0116698,"domain_scores_codex":[0.6364498,0.1989275,0.1178749,0.01729894,0.02505494,0.004393914],"domain_scores_gemma":[0.6361766,0.1964218,0.05073159,0.04605382,0.06588735,0.004728898],"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":[0.003021551,0.0002518791,0.003573112,0.8620462,0.01433242,0.0009138125,0.004524781,0.00397483,0.002241757,0.008998945,0.02754401,0.06857658],"study_design_scores_gemma":[0.0197282,0.002137914,0.01405998,0.7116172,0.04749848,0.001081849,0.003555262,0.008945905,0.005317234,0.02847578,0.156256,0.001326213],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0009115975,0.003480723,0.01526472,0.001299963,0.0006309466,0.9695608,0.007680352,0.0004532486,0.0007175892],"genre_scores_gemma":[0.001088795,0.0008194907,0.02630267,0.0002272609,0.00002830967,0.9707562,0.0006309912,0.00002045957,0.0001258062],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3145899,"threshold_uncertainty_score":0.8452327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2223149126039843,"score_gpt":0.5404091004513738,"score_spread":0.3180941878473895,"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."}}