{"id":"W4321501448","doi":"10.32920/22141295.v1","title":"Wastewater Treatment Works: A Last Line of Defense for Preventing Antibiotic Resistance Entry Into the Environment","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Universiteit Stellenbosch; Water Research Commission; National Research Foundation","keywords":"Effluent; Antibiotics; Minimum inhibitory concentration; Antimicrobial; Amoxicillin; Antibiotic resistance; Microbiology; Sulfamethoxazole; Biology; Bacteria; Wastewater; 16S ribosomal RNA; Sewage treatment; Environmental engineering; Genetics; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0009205715,0.0007262321,0.0006986018,0.0007478348,0.001088822,0.004656332,0.0009152667,0.002645053,0.007794925],"category_scores_gemma":[0.0007572781,0.0002276006,0.0004875708,0.00076332,0.00112369,0.001638784,0.001965479,0.001046905,0.002934875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090328,"about_ca_system_score_gemma":0.002777274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001408751,"about_ca_topic_score_gemma":0.002335062,"domain_scores_codex":[0.9986585,0.0003118417,0.0001039235,0.0002441659,0.000459141,0.0002223878],"domain_scores_gemma":[0.999083,0.00008698131,0.0003402346,0.00009385085,0.0002597999,0.0001360663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004135525,0.0005145748,0.03404456,0.004309402,0.0002560089,0.001179402,0.001125056,0.001471513,0.4617934,0.01021032,0.01888543,0.4657967],"study_design_scores_gemma":[0.00006453957,0.002810044,0.08417786,0.001703448,0.0002808001,0.003571662,0.007192062,0.00286884,0.2316019,0.01477282,0.6507866,0.0001693047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6259501,0.07677489,0.115042,0.06778237,0.002636886,0.0005298808,0.002150626,0.00265437,0.1064789],"genre_scores_gemma":[0.870024,0.02682371,0.03998246,0.01083909,0.0006638222,0.0002085143,0.0009412207,0.0001888673,0.05032841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007794925,"threshold_uncertainty_score":0.02607661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04204137987903742,"score_gpt":0.2910304098760916,"score_spread":0.2489890299970542,"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."}}