{"id":"W3206500034","doi":"10.3390/j4040045","title":"Can a Wastewater Treatment Plant Power Itself? Results from a Novel Biokinetic-Thermodynamic Analysis","year":2021,"lang":"en","type":"article","venue":"J — Multidisciplinary Scientific Journal","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Brayton cycle; Exergy; Environmental science; Exergy efficiency; Gas compressor; Waste management; Activated sludge; Rankine cycle; Turbine; Waste heat; Process engineering; Environmental engineering; Wastewater; Engineering; Power (physics); Thermodynamics; Mechanical engineering; Heat exchanger","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005699279,0.0004778319,0.0005688186,0.0003517109,0.001531825,0.0004760213,0.000566606,0.0001247372,0.001724842],"category_scores_gemma":[0.00005086428,0.0003441786,0.0005024424,0.001697424,0.0005175747,0.0003340394,0.0008959186,0.0002638162,0.0002569154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008328813,"about_ca_system_score_gemma":0.0001074309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009684805,"about_ca_topic_score_gemma":0.01006634,"domain_scores_codex":[0.9956616,0.0001879548,0.0008572117,0.00133237,0.001034628,0.000926285],"domain_scores_gemma":[0.998001,0.0001313474,0.0003558134,0.0009747691,0.00006640178,0.0004706578],"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":[0.0007029735,0.003626016,0.02332288,0.000006256482,0.003459845,0.002867075,0.03259216,0.03160403,0.8953339,0.0001565626,0.004957215,0.001371066],"study_design_scores_gemma":[0.01329541,0.001247164,0.6630176,0.0002205304,0.00337177,0.001461012,0.0155128,0.1807151,0.09044834,0.01245958,0.01502767,0.003223001],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869279,0.0001635523,0.0002346794,0.00285001,0.001491633,0.0001397811,0.003041204,0.00005405709,0.005097134],"genre_scores_gemma":[0.9857401,0.00001665234,0.003112102,0.0000328052,0.0001229175,0.00001483406,0.0005319049,0.00003389769,0.01039479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8048856,"threshold_uncertainty_score":0.999901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876023200582028,"score_gpt":0.229725704697844,"score_spread":0.2109654726920238,"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."}}