{"id":"W3174837177","doi":"10.3390/w13131788","title":"Microbial Biofilm Diversity and Prevalence of Antibiotic Resistance Genes in Drinking Water Distribution System of Peshawar, Pakistan","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Higher Education Commission, Pakistan; Khyber Medical University","keywords":"Antibiotic resistance; Resistome; Biofilm; Biology; Proteobacteria; Bacteroidetes; Microbiology; Faecalibacterium prausnitzii; Antibiotics; Biotechnology; Bacteria; Integron; Feces","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":[0.0002425229,0.0002674402,0.0003655515,0.0009421324,0.0008215018,0.0006338789,0.0001564726,0.0002822116,0.0007450777],"category_scores_gemma":[0.0003333026,0.0002612583,0.0001721846,0.001047737,0.0004954844,0.0004532499,0.0004469405,0.0002090257,0.00008547999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003578702,"about_ca_system_score_gemma":0.0006799035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02116481,"about_ca_topic_score_gemma":0.02098816,"domain_scores_codex":[0.9996839,0.00002996755,0.00001969114,0.0001089261,0.00008253831,0.00007500849],"domain_scores_gemma":[0.9997767,0.00003742353,0.00007424453,0.00000569433,0.00007488023,0.00003108612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000244536,0.0001091282,0.9312984,0.0002168634,0.00007304617,0.001100853,0.004144997,0.0003528009,0.04104948,0.00009520505,0.0003319537,0.02098277],"study_design_scores_gemma":[0.000005686328,0.0001585345,0.9932559,0.00001583416,0.00002407831,0.0003739292,0.004001052,0.0003325038,0.001367262,0.00004144737,0.0004116082,0.00001215734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994653,0.0000793906,0.00007817177,0.00002550655,0.000001458768,0.000006857156,0.0001457023,0.000001245505,0.0001964138],"genre_scores_gemma":[0.9993505,0.0001520865,0.0001924787,0.00001699873,0.00000228558,0.000007682461,0.0001311841,7.52692e-7,0.0001461096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02116481,"threshold_uncertainty_score":0.0420832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417822010400058,"score_gpt":0.2340336161535919,"score_spread":0.2198553960495913,"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."}}