{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000828123,0.0005263373,0.0002885729,0.0005567797,0.002517871,0.002623572,0.0006545846,0.002600814,0.00524358],"category_scores_gemma":[0.001807472,0.0002005535,0.0003533842,0.0005687933,0.0007695917,0.0006544655,0.001577493,0.002283581,0.0009108268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01475871,"about_ca_system_score_gemma":0.01530454,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7277374,"about_ca_topic_score_gemma":0.7738865,"domain_scores_codex":[0.9989249,0.00006150424,0.00003259119,0.0001231809,0.0003502383,0.0005075585],"domain_scores_gemma":[0.9979772,0.00007558686,0.000121558,0.00003786268,0.000979975,0.0008078477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00327533,0.001094717,0.2841039,0.0009771211,0.0002937217,0.04719401,0.01961551,0.000897145,0.04299484,0.0125984,0.4029716,0.1839838],"study_design_scores_gemma":[0.0001347108,0.0006092608,0.3474714,0.0005837388,0.0001095493,0.002925269,0.01138352,0.0004238807,0.009147204,0.001255414,0.625855,0.000101082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7535223,0.006651085,0.002148316,0.07761917,0.004496784,0.0005433531,0.006339045,0.0005438694,0.148136],"genre_scores_gemma":[0.8280494,0.004255505,0.001392243,0.03918145,0.0009032493,0.00008983949,0.005683579,0.0001107397,0.1203341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2722626,"threshold_uncertainty_score":0.5477321,"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."}}