{"id":"W4406241222","doi":"10.1016/j.jen.2024.09.007","title":"Urgent Need for Emergency Nursing Preparedness: A Decisive Response to Nigeria’s Cholera Outbreak","year":2025,"lang":"en","type":"letter","venue":"Journal of Emergency Nursing","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sanitation; Outbreak; Environmental health; Cholera; Public health; Medicine; Hygiene; Waterborne diseases; Preparedness; Nursing; Virology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00109169,0.0007004288,0.001038407,0.0007765192,0.0003484341,0.00006767488,0.0009912527,0.0007999866,0.0002265587],"category_scores_gemma":[0.003994721,0.0006722006,0.001122318,0.0004696286,0.00009215581,0.00002592996,0.000166016,0.0009018882,0.00000696721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005778971,"about_ca_system_score_gemma":0.001258487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006300678,"about_ca_topic_score_gemma":0.000005469617,"domain_scores_codex":[0.9949776,0.0004564641,0.001841609,0.0008022387,0.0008247004,0.001097417],"domain_scores_gemma":[0.9956685,0.0000939785,0.001060055,0.0008103824,0.001991987,0.0003750985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004130425,0.0001686509,0.00003805558,0.0001289706,0.0006042585,0.00005255509,0.002183153,0.00004386825,0.1738897,8.917218e-7,0.815346,0.00341345],"study_design_scores_gemma":[0.001168879,0.00182455,0.0004390659,0.002267148,0.0003627187,0.0000752313,0.001255576,0.00001077468,0.01060808,0.0003701307,0.9807926,0.0008252052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1811328,0.01175482,0.01462798,0.748942,0.03877811,0.002818196,0.0006208121,0.00003746411,0.001287869],"genre_scores_gemma":[0.1621584,0.03178485,0.05805762,0.3455325,0.2305902,0.002389815,0.003960571,0.003121615,0.1624044],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4034094,"threshold_uncertainty_score":0.9995729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03099751083297765,"score_gpt":0.370909106833246,"score_spread":0.3399115960002684,"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."}}