{"id":"W2037590353","doi":"10.1021/es201045e","title":"Pathogenic Bacteria in Sewage Treatment Plants as Revealed by 454 Pyrosequencing","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":210,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Hong Kong","keywords":"Pyrosequencing; Pathogenic bacteria; Biology; Bacteria; 16S ribosomal RNA; Microbiology; Effluent; Aeromonas; Clostridium perfringens; Clostridium; Sewage treatment; Bacteroidetes; Sewage; Microorganism; Aeromonas hydrophila; Gene; Genetics; Environmental science; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004798604,0.0004706723,0.0004184624,0.0006122861,0.0004416418,0.0007459192,0.0001552273,0.0005156742,0.0003934691],"category_scores_gemma":[0.0006794912,0.0002547061,0.0003524808,0.000556275,0.0002153494,0.0002898399,0.0003818306,0.0002781689,0.000279674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704994,"about_ca_system_score_gemma":0.0003916708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001676903,"about_ca_topic_score_gemma":0.001991307,"domain_scores_codex":[0.9992177,0.0001594767,0.00006123352,0.0001616265,0.0003017284,0.00009817514],"domain_scores_gemma":[0.9997327,0.00005979019,0.00006561729,0.00002255493,0.00008773005,0.00003154663],"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":[0.0001502297,0.0000547146,0.02409134,0.0001018136,0.00001882779,0.0001861449,0.0002468125,0.0003489222,0.9658057,0.00004557363,0.00003990443,0.00890995],"study_design_scores_gemma":[0.00003309209,0.001187471,0.4873568,0.00004862659,0.0001570674,0.001744842,0.00110551,0.005109338,0.4984859,0.0005607131,0.004167119,0.00004361338],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962434,0.0003002472,0.00236348,0.00002593565,0.000006639825,0.00002376666,0.0002523575,0.00003102563,0.0007531741],"genre_scores_gemma":[0.9928773,0.0004816555,0.004749746,0.00004754037,0.000007265024,0.00003386139,0.0009052551,0.000008721355,0.0008886646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001676903,"threshold_uncertainty_score":0.003334284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01067770211689245,"score_gpt":0.2053294562238401,"score_spread":0.1946517541069476,"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."}}