{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002528869,0.000169599,0.0001503084,0.00008919875,0.0001164865,0.00006783834,0.0002291381,0.0001324654,0.00006910774],"category_scores_gemma":[0.0003193165,0.000162343,0.00004507553,0.0001792772,0.0002815024,0.00002023898,0.0002698707,0.0001227499,0.0001207728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003564789,"about_ca_system_score_gemma":0.00006410911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001167958,"about_ca_topic_score_gemma":0.00006486052,"domain_scores_codex":[0.9987822,0.00001090264,0.0002031768,0.0004297261,0.0001907618,0.0003832238],"domain_scores_gemma":[0.999386,0.000006544849,0.0000725463,0.0001865941,0.0002414022,0.0001068709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006834307,0.00002419484,0.01793062,0.00001592133,0.00002581614,0.000002112907,0.0006603128,2.762695e-7,0.9196464,0.00006039433,0.06062308,0.0009425617],"study_design_scores_gemma":[0.0009932647,0.0003795442,0.1544414,0.00005698936,0.00000798008,0.00001303552,0.000203466,0.00005955199,0.4722641,0.0001536329,0.3710898,0.0003372051],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848754,0.0001254129,0.00001426115,0.00257677,0.0001510795,0.0001825323,0.000008735587,0.00002384555,0.01204198],"genre_scores_gemma":[0.9946436,0.0001011592,0.0004449699,0.002153868,0.0006063315,0.00004726318,0.00003576526,0.00002672114,0.001940375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4473822,"threshold_uncertainty_score":0.6620154,"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."}}