{"id":"W6996469883","doi":"","title":"Revealing the complex dynamics of antimicrobial resistance genes immigration from sewers to activated sludge","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Activated sludge; Sanitary sewer; Bacteria; Gene; Sewage sludge","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004029676,0.0002207267,0.0003151748,0.0007981399,0.000548701,0.001620921,0.0002069798,0.0004717157,0.004602532],"category_scores_gemma":[0.0008636877,0.0002699199,0.0004446028,0.0009023701,0.0001951,0.0006272634,0.000563652,0.001117004,0.00133782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005692304,"about_ca_system_score_gemma":0.0007703846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004017213,"about_ca_topic_score_gemma":0.007887181,"domain_scores_codex":[0.9997167,0.00002491526,0.00001394359,0.0001146032,0.00007935818,0.00005045631],"domain_scores_gemma":[0.9996911,0.00007919013,0.00005490789,0.00001896204,0.0001035143,0.00005230156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002995805,0.0001232093,0.04175755,0.0005122887,0.00005389027,0.0003356176,0.002326862,0.0009858678,0.7827079,0.0009954163,0.005095958,0.1648058],"study_design_scores_gemma":[0.00002296471,0.0004929894,0.697517,0.0003043945,0.0001322391,0.0006920618,0.005692658,0.008091288,0.2246581,0.002692243,0.05957819,0.0001258469],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778576,0.003185015,0.007651167,0.002428605,0.0001598448,0.00006552751,0.002290385,0.0002045878,0.006157291],"genre_scores_gemma":[0.9247385,0.008455457,0.02651388,0.000911671,0.00008065657,0.0001328699,0.004334343,0.0002975967,0.03453507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004602532,"threshold_uncertainty_score":0.01539695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02656364971237751,"score_gpt":0.2699795242224129,"score_spread":0.2434158745100354,"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."}}