{"id":"W4400884988","doi":"10.1021/acsestwater.4c00226","title":"Going Beyond Carbon Redirection: Integrating Operational Conditions to Maximize Carbon and Phosphorus Removal in the A-Stage Process","year":2024,"lang":"en","type":"article","venue":"ACS ES&T Water","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Process (computing); Stage (stratigraphy); Carbon fibers; Phosphorus; Environmental science; Process management; Process engineering; Waste management; Computer science; Business; Engineering; Chemistry; Geology","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":[0.0002426927,0.0005267145,0.0003649091,0.0002676777,0.0002621146,0.0006565333,0.0003819742,0.0007355623,0.000877592],"category_scores_gemma":[0.000298976,0.0001534509,0.0004097211,0.0002581289,0.0002677903,0.0008202231,0.0004438292,0.0006760625,0.000329597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003118213,"about_ca_system_score_gemma":0.0005238047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009124134,"about_ca_topic_score_gemma":0.002076911,"domain_scores_codex":[0.9997888,0.00003019845,0.0000198708,0.00004629176,0.00006899426,0.00004581082],"domain_scores_gemma":[0.9998536,0.00003731109,0.00003722245,0.00001418079,0.00003205271,0.00002558313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008355386,0.0000589431,0.0001962641,0.0000791721,0.000006488686,0.00003830485,0.00001621902,0.0003342593,0.9955253,0.0001593006,0.00002785013,0.003474282],"study_design_scores_gemma":[0.00001195754,0.0005487549,0.001441685,0.000005717181,0.00002002282,0.00007343692,0.00003389193,0.004907879,0.9913385,0.0001440386,0.001456829,0.00001737905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676368,0.0007493238,0.028631,0.0001235143,0.00004326466,0.0001124559,0.0001079996,0.0002120919,0.00238366],"genre_scores_gemma":[0.9799341,0.0004294343,0.01807658,0.00006498994,0.00001380402,0.00003102731,0.00006481948,0.00001905913,0.001366305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009124134,"threshold_uncertainty_score":0.002935827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009961786467499662,"score_gpt":0.2404757986510324,"score_spread":0.2305140121835328,"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."}}