{"id":"W2101999610","doi":"10.1021/ef300865e","title":"Characterization of Boiler Blowdown Water from Steam-Assisted Gravity Drainage and Silica–Organic Coprecipitation during Acidification and Ultrafiltration","year":2012,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Boiler blowdown; Ultrafiltration (renal); Chemistry; Produced water; Fouling; Dissolved organic carbon; Environmental chemistry; Waste management; Membrane; Chromatography; Environmental science; Environmental engineering; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001786848,0.0002921007,0.0002887865,0.0003638361,0.0002859184,0.0003480022,0.0001766498,0.000293119,0.0005416134],"category_scores_gemma":[0.0003123939,0.0001134515,0.0002508087,0.0003151114,0.0002582171,0.0002394954,0.0001748985,0.0002516921,0.0001393037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002767272,"about_ca_system_score_gemma":0.0002378996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003330646,"about_ca_topic_score_gemma":0.004353091,"domain_scores_codex":[0.9998586,0.00001468892,0.000008474127,0.00002302046,0.00007114278,0.000024026],"domain_scores_gemma":[0.9999093,0.00002547834,0.00001425489,0.000003894923,0.00003592933,0.00001113995],"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":[0.00005761191,0.000008424666,0.001370495,0.00003054967,0.00000426929,0.00005658376,0.00005471403,0.0000789442,0.9964553,0.00001533741,0.00001269964,0.001855133],"study_design_scores_gemma":[0.000005145609,0.0001308457,0.02352642,0.000005294503,0.00001131132,0.00007105178,0.0001156037,0.0008377484,0.9746999,0.00002002319,0.0005688136,0.000007976229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983865,0.0001213415,0.001010765,0.00001232875,0.00000346651,0.00001855359,0.0001357919,0.00001070836,0.0003004965],"genre_scores_gemma":[0.9966228,0.0002570683,0.001649571,0.00002759825,0.000004161756,0.00002696526,0.0004215203,0.00001621884,0.0009740541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003330646,"threshold_uncertainty_score":0.006622493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008281422499087122,"score_gpt":0.2005162816465393,"score_spread":0.1922348591474522,"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."}}