{"id":"W3022573564","doi":"10.1002/opfl.1365","title":"Walkerton <i>E. Coli</i> Outbreak: 20 Years Later","year":2020,"lang":"en","type":"article","venue":"Opflow","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outbreak; Turbidity; Chlorine; Environmental science; Environmental health; Geography; Medicine; Biology; Virology; Ecology; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00004787132,0.00009595897,0.0001043676,0.00001017131,0.00004221358,0.00002683075,0.0001552315,0.00006923213,0.00008947067],"category_scores_gemma":[0.00005294542,0.0000883933,0.00006088155,0.00005659615,0.00005227203,0.000002594961,0.0002120844,0.00006512867,0.0002156686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006404624,"about_ca_system_score_gemma":0.00003338258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006821957,"about_ca_topic_score_gemma":0.000009560538,"domain_scores_codex":[0.999289,0.00002993922,0.00009350455,0.0002494744,0.0001130359,0.000225048],"domain_scores_gemma":[0.9996474,0.000004259839,0.00001872962,0.0001757083,0.00003726958,0.0001166033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008889376,0.00001673181,0.001138162,0.00001168215,0.00005981413,0.00001460598,0.00009507506,0.000009362241,0.9126353,0.000005209517,0.08429269,0.001632476],"study_design_scores_gemma":[0.0004693899,0.0002198598,0.005777078,0.000004466288,0.000008315424,0.000002461762,0.00002859399,0.00005725392,0.2785461,0.00001020208,0.7147241,0.000152203],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896774,0.0003324862,0.0001155231,0.004975589,0.0001266936,0.0001665105,0.00005274898,0.00002527091,0.004527812],"genre_scores_gemma":[0.9943465,0.0002406903,0.0004079022,0.002291765,0.0004387059,0.00001715186,0.0001023052,0.00002308661,0.002131887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6340892,"threshold_uncertainty_score":0.3604574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319923107812796,"score_gpt":0.2536233346297546,"score_spread":0.2404241035516266,"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."}}