{"id":"W2028307058","doi":"10.1080/10934520701244417","title":"Sludge reduction and volatile fatty acid recovery using microwave advanced oxidation process","year":2007,"lang":"en","type":"article","venue":"Journal of Environmental Science and Health Part A","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Acetic acid; Chemical oxygen demand; Sulfuric acid; Hydrogen peroxide; Sewage sludge; Volatile suspended solids; Fatty acid; Chromatography; Nuclear chemistry; Sewage treatment; Organic chemistry; Waste management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00139795,0.0001198964,0.0001577844,0.00008906113,0.000431395,0.00003146382,0.00009645543,0.00003334518,0.00009057685],"category_scores_gemma":[0.0000161652,0.0001014086,0.00002128003,0.0002100481,0.0004915638,0.001534193,0.00007728615,0.0001149174,0.000008587082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000978464,"about_ca_system_score_gemma":0.0000525531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001465794,"about_ca_topic_score_gemma":0.00001333363,"domain_scores_codex":[0.9984219,0.00002143731,0.0004325183,0.0002654175,0.0005331042,0.00032562],"domain_scores_gemma":[0.9991135,0.00001160613,0.0004791623,0.00009405205,0.00001003047,0.0002916472],"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":[0.00006708253,0.00009534586,0.02668583,0.00000965265,0.000003694011,0.000004059606,0.0008696922,0.0004111897,0.8773525,0.000002675643,0.00003382318,0.09446447],"study_design_scores_gemma":[0.001175717,0.000999227,0.5935788,0.00009229523,0.00002231907,0.0006646966,0.002135022,0.0003001985,0.3979567,0.0007832287,0.002002171,0.0002896579],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950843,0.0002317332,0.003811226,0.000374393,0.0001614984,0.000215515,0.000002622122,0.000004864989,0.0001138293],"genre_scores_gemma":[0.9829963,0.0004007953,0.01627566,0.0002330728,0.00005552374,0.000001521053,0.000001691315,0.000007194352,0.00002825524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5668929,"threshold_uncertainty_score":0.4135322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391690043000962,"score_gpt":0.3081024820926752,"score_spread":0.2841855816626656,"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."}}