{"id":"W2044075423","doi":"10.4028/www.scientific.net/amr.518-523.2950","title":"Treatment of Heavy Oil Wastewater with Two Stages DAF Combined with ASP and I-BF Process - A Field Pilot Test","year":2012,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"Division of Materials Research; Peking University","keywords":"Effluent; Chemical oxygen demand; Wastewater; Oil field; Microorganism; Activated sludge; Pilot test; Sewage treatment; Environmental scanning electron microscope; Pulp and paper industry; Dissolved air flotation; Chemistry; Waste management; Environmental science; Environmental engineering; Materials science; Scanning electron microscope; Biology; Bacteria; Engineering; Petroleum 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002315028,0.0001178595,0.0001821448,0.00003633766,0.0000979467,0.00003842674,0.00008357444,0.00002245805,0.001034798],"category_scores_gemma":[0.00003153255,0.00007120569,0.000006205364,0.0001403894,0.000186431,0.0003513819,0.00004217427,0.00003803241,0.0000264929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004535746,"about_ca_system_score_gemma":0.0000107382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000275319,"about_ca_topic_score_gemma":0.0001312379,"domain_scores_codex":[0.9988971,0.00008963312,0.0001659693,0.0001961951,0.0003449662,0.0003061006],"domain_scores_gemma":[0.999481,0.0001315937,0.0000546039,0.0001911872,0.00003818325,0.0001034941],"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":[0.001244107,0.0004240881,0.01126352,0.00005528413,0.000007808118,0.000003267367,0.0009003906,0.00002405772,0.9824367,0.00008233878,0.00006780856,0.003490611],"study_design_scores_gemma":[0.001108135,0.005745603,0.002078245,0.0000265497,0.000003990157,0.000006863021,0.0001484258,0.000007042644,0.9899462,0.00007620913,0.0007525747,0.0001001576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974706,0.00002798156,0.00002543135,0.0002328355,0.00001387153,0.0003135143,0.00001507454,0.0000354714,0.00186525],"genre_scores_gemma":[0.9953635,0.0001127929,0.002011909,0.00002876998,0.00001826616,0.000250805,0.00001208105,0.00001504936,0.002186861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009185274,"threshold_uncertainty_score":0.9998784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04000024033451476,"score_gpt":0.3655977056102141,"score_spread":0.3255974652756993,"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."}}