{"id":"W4410548799","doi":"10.5867/medwave.2025.04.3031","title":"Event-based surveillance in middle- and low-income countries: An evidence map","year":2025,"lang":"en","type":"review","venue":"Medwave","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychological intervention; China; Outbreak; Environmental health; Public health; Low and middle income countries; Grey literature; Developing country; Economic growth; MEDLINE; Geography; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001412909,0.0007077082,0.003148872,0.0005289975,0.00006116064,0.00007239261,0.0004584784,0.0003861072,0.0002069502],"category_scores_gemma":[0.001547995,0.0006075679,0.0003199009,0.0007406257,0.0002314231,0.0001778324,0.0001831147,0.0006123928,0.000175478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004556745,"about_ca_system_score_gemma":0.002236948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009119423,"about_ca_topic_score_gemma":0.0005433161,"domain_scores_codex":[0.9957533,0.000743559,0.001122373,0.001140351,0.0006360506,0.0006043938],"domain_scores_gemma":[0.9957229,0.001685568,0.0004123132,0.001585696,0.0001916755,0.000401836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004400063,0.0003566487,0.02781805,0.5229113,0.0003170229,0.00193873,0.00009426389,0.000006495225,5.916301e-7,0.0001092316,0.002407599,0.4436001],"study_design_scores_gemma":[0.001115672,0.0001518342,0.003622655,0.2275829,0.0003367169,0.00003234017,0.00001404558,0.000147921,0.000001017438,0.00001329426,0.7663612,0.000620419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001726952,0.9955667,0.00006979606,0.000212712,0.0004685962,0.002057514,0.001102207,0.000146603,0.0002031593],"genre_scores_gemma":[0.0009438021,0.9957298,0.0001663447,0.0004149508,0.0001930337,0.0002810941,0.001139541,0.00007636225,0.001055096],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7639536,"threshold_uncertainty_score":0.9996375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04093335715391985,"score_gpt":0.3544817792633432,"score_spread":0.3135484221094234,"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."}}