{"id":"W4406944490","doi":"10.1093/ofid/ofae631.324","title":"P-117. Wastewater-Based Surveillance (WBS) of Shiga Toxin-Producing <i>Escherichia coli</i> (STEC) in Alberta, Canada","year":2025,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Alberta Health; University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Escherichia coli; Microbiology; Shiga toxin; Virology; Biology; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002980275,0.0002641733,0.0001655467,0.001159855,0.001343604,0.0009074637,0.000517635,0.0002485498,0.003139499],"category_scores_gemma":[0.0004117486,0.0001597859,0.0001733272,0.001566936,0.0003294924,0.0001453581,0.0003685092,0.0002311597,0.0005437023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01421567,"about_ca_system_score_gemma":0.01905252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.985413,"about_ca_topic_score_gemma":0.9915221,"domain_scores_codex":[0.9995938,0.00001726345,0.00001413483,0.00005379644,0.0002154186,0.0001055778],"domain_scores_gemma":[0.999157,0.00002407164,0.00007246463,0.00001085487,0.0005418995,0.0001937564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002783106,0.00009319775,0.9432541,0.0001903204,0.00003435011,0.0003871064,0.0006997045,0.0004702084,0.008195331,0.0001389256,0.009561647,0.03669679],"study_design_scores_gemma":[0.000006062244,0.00005848829,0.9934784,0.00003744657,0.000009882757,0.00007396455,0.0009845223,0.0004033814,0.000760237,0.00001638316,0.004165453,0.000005677479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539483,0.001958298,0.0008364507,0.000977456,0.00004899399,0.000239748,0.02294167,0.0002459538,0.0188032],"genre_scores_gemma":[0.9759489,0.0009280178,0.001756001,0.0003108117,0.00001323846,0.00004242384,0.008338651,0.000025766,0.01263611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01458699,"threshold_uncertainty_score":0.1031424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006795966660694988,"score_gpt":0.234674575557306,"score_spread":0.227878608896611,"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."}}