{"id":"W2319515304","doi":"10.1021/es504206x","title":"Underappreciated Role of Regionally Poor Water Quality on Globally Increasing Antibiotic Resistance","year":2014,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Antibiotic resistance; Water quality; Resistance (ecology); Quality (philosophy); Antibiotics; Business; Environmental science; Water resource management; Biology; Microbiology; Ecology","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":[0.002625707,0.0007274117,0.0004946659,0.00194964,0.0003769753,0.00246695,0.0007703699,0.001606429,0.06652118],"category_scores_gemma":[0.005588822,0.0003128322,0.0005785195,0.001910053,0.00094139,0.002317675,0.0014511,0.001741085,0.01322004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418339,"about_ca_system_score_gemma":0.002392065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00797609,"about_ca_topic_score_gemma":0.01092554,"domain_scores_codex":[0.9981597,0.0003122476,0.0001176063,0.0002207909,0.0008711658,0.0003185805],"domain_scores_gemma":[0.9950125,0.0007738144,0.001260606,0.0003536858,0.002161536,0.000437848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007961623,0.0001588289,0.05083903,0.002571878,0.0001588057,0.001026282,0.0007124332,0.0004779306,0.007035492,0.003791289,0.4328705,0.4995615],"study_design_scores_gemma":[0.00005712206,0.0004977969,0.2025535,0.002722902,0.0002973276,0.001082677,0.002862951,0.0005907072,0.01043986,0.007002547,0.7717494,0.0001431821],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1370464,0.2172616,0.004679952,0.3814151,0.03425539,0.0002123698,0.02783469,0.002151516,0.195143],"genre_scores_gemma":[0.486123,0.3266062,0.004069077,0.04603949,0.01950948,0.0001087336,0.01383197,0.0007287061,0.1029834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06652118,"threshold_uncertainty_score":0.2225355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125645179199812,"score_gpt":0.2585002532530826,"score_spread":0.2472438014610844,"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."}}