{"id":"W2278704345","doi":"10.2166/wst.2003.0149","title":"A comparitive study of ammonia-oxidizing bacteria in lab-scale industrial wastewater treatment reactors","year":2003,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"AstraZeneca (Canada)","funders":"AstraZeneca","keywords":"Nitrosomonas; Temperature gradient gel electrophoresis; Biology; Industrial wastewater treatment; Wastewater; Effluent; Bacteria; 16S ribosomal RNA; Sewage treatment; Ecology; Environmental science; Environmental engineering; Genetics; Nitrite; Nitrate","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":[0.0003919469,0.0004381012,0.0004385131,0.0004421942,0.0003096832,0.0005542001,0.0002546405,0.0004378552,0.0005166895],"category_scores_gemma":[0.0009916471,0.0001916912,0.0003006513,0.0003586893,0.0001841835,0.0003839656,0.0003132692,0.0003465397,0.0002769566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001464534,"about_ca_system_score_gemma":0.0001464363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005729024,"about_ca_topic_score_gemma":0.0005027801,"domain_scores_codex":[0.9993817,0.0001319934,0.00006288813,0.0001588661,0.0001935239,0.00007105211],"domain_scores_gemma":[0.9996132,0.0001268132,0.00005564846,0.00003378284,0.0001020153,0.00006854147],"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":[0.0003177716,0.0002033098,0.01108584,0.00009307509,0.000029066,0.00006564627,0.0001657484,0.0001608601,0.9821283,0.00002316895,0.00002302318,0.005704353],"study_design_scores_gemma":[0.00007831498,0.003900989,0.2601481,0.00003455879,0.0002157946,0.001153113,0.0009400779,0.002966634,0.7278614,0.0001717003,0.002484276,0.00004491473],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985434,0.0002351562,0.0006876068,0.00001731627,0.000006725549,0.00001147903,0.0001246891,0.000009221545,0.000364329],"genre_scores_gemma":[0.9954398,0.000396001,0.002290528,0.00004148572,0.00001624736,0.00004371907,0.0009042424,0.000012822,0.00085527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005729024,"threshold_uncertainty_score":0.002072811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0240870178030988,"score_gpt":0.2385121404797829,"score_spread":0.2144251226766841,"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."}}