{"id":"W2794708348","doi":"10.2196/10578","title":"Cholera Outbreak Investigation in Baghdad Al-Rusafa August-November 2017","year":2018,"lang":"en","type":"article","venue":"Iproceedings","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cholera; Outbreak; Geography; Population; Socioeconomics; Environmental health; Virology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0005608532,0.000542851,0.0003077325,0.001342095,0.001745202,0.0006303258,0.0005802775,0.0005200496,0.001760231],"category_scores_gemma":[0.000459233,0.0003433372,0.0003735856,0.001170607,0.0004655979,0.0004024217,0.0010851,0.0005677412,0.0003795991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001975082,"about_ca_system_score_gemma":0.004428849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03932258,"about_ca_topic_score_gemma":0.04752395,"domain_scores_codex":[0.9995821,0.00007129452,0.00003942676,0.00005688964,0.0001046223,0.0001455901],"domain_scores_gemma":[0.9996724,0.00003923496,0.00009458498,0.0000160922,0.0001106453,0.00006708359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003979352,0.0008878679,0.9288318,0.0008685238,0.0001048514,0.01753125,0.007840404,0.0007428485,0.006950235,0.0004516393,0.01127119,0.02412154],"study_design_scores_gemma":[0.00005052386,0.0004134855,0.9736883,0.0001108756,0.00004084907,0.004748085,0.01084333,0.0004976768,0.001070215,0.00009576202,0.008417171,0.00002386626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940478,0.0006396777,0.0002957041,0.0005412297,0.00008718586,0.0002946353,0.001363356,0.00004651828,0.002683879],"genre_scores_gemma":[0.9883264,0.001624375,0.001339335,0.0005782379,0.0001860687,0.0002318558,0.004850039,0.00001109451,0.002852717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03932258,"threshold_uncertainty_score":0.07818741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02264763109119658,"score_gpt":0.2987298285132655,"score_spread":0.2760821974220689,"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."}}