{"id":"W2339085359","doi":"10.14288/1.0058648","title":"Effect of DTPA and hydrogen peroxide on activated sludge performance","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Chemical Synthesis and Characterization","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydrogen peroxide; Activated sludge; Chemistry; Waste management; Environmental science; Pulp and paper industry; Sewage treatment; Environmental engineering; Biochemistry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008327648,0.0000271378,0.0001301096,0.000007732518,0.00006831533,0.00001034178,0.0001002947,0.0000484488,0.0002424896],"category_scores_gemma":[0.00001186701,0.00007513824,0.00003514385,0.00009898064,0.0001227421,0.0001585005,0.00004160972,0.00004451957,0.00001223785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003865627,"about_ca_system_score_gemma":0.000002131165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003509548,"about_ca_topic_score_gemma":0.0009480051,"domain_scores_codex":[0.9995277,0.00002505082,0.00005494499,0.0001679817,0.0001297533,0.0000945658],"domain_scores_gemma":[0.9997579,0.00002869164,0.00006274464,0.00009474842,0.000005311949,0.00005064354],"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":[0.00002174719,0.00003977452,0.0224251,0.00001406658,0.00000317877,0.00000283034,0.00002816771,0.000006638978,0.4433831,4.917169e-8,0.00006568617,0.5340097],"study_design_scores_gemma":[0.0003281134,0.0002921325,0.973097,0.0000560597,0.00001200601,0.000005390061,0.00001502835,0.0001462837,0.02590096,0.000008137074,0.00006677533,0.00007207796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983232,0.000005850002,0.000004411778,0.00003238244,0.000006404622,0.00008946771,0.00001302406,0.00001373488,0.001511518],"genre_scores_gemma":[0.9997731,0.00004929375,0.00002371737,0.0000204285,0.000004012059,9.030311e-8,0.000005782227,0.000003037901,0.0001205245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9506719,"threshold_uncertainty_score":0.5305411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003104441136436249,"score_gpt":0.1507189839442916,"score_spread":0.1476145428078554,"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."}}