{"id":"W3189758937","doi":"10.1016/j.jwpe.2021.102016","title":"Simultaneous removal of silica and TOC from steam assisted gravity drainage (SAGD) produced water using iron-hydroxide-coated walnut shell filter media","year":2021,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydroxide; Dispersion (optics); Chemistry; Filter (signal processing); Chemical engineering; Chromatography; Materials science; Organic chemistry","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":[0.00009206524,0.0002381735,0.0002138761,0.0001966572,0.0001700568,0.0002710724,0.0001402852,0.0002085064,0.0003407591],"category_scores_gemma":[0.0001081494,0.0001316445,0.0003167659,0.0001436842,0.0001197175,0.0001867199,0.0001603182,0.0002271936,0.0001230522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200346,"about_ca_system_score_gemma":0.0002205206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001627184,"about_ca_topic_score_gemma":0.004184705,"domain_scores_codex":[0.9999187,0.000006884938,0.000007566811,0.00001576775,0.00003284821,0.00001829104],"domain_scores_gemma":[0.9999499,0.000009721491,0.00001147594,0.000003721572,0.00001744882,0.000007718553],"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":[0.00003768324,0.000005483555,0.0001213652,0.00002051416,0.000002883071,0.00002217839,0.000009040165,0.00004196571,0.9987586,0.00001451176,0.00001158292,0.0009541987],"study_design_scores_gemma":[0.000002076265,0.00005680427,0.0008056695,9.970859e-7,0.000006245489,0.0000147445,0.000009785856,0.0003842967,0.998482,0.000004402723,0.0002306214,0.0000025407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981636,0.0002344634,0.001047592,0.00001953429,0.000009438563,0.000006752459,0.00004842488,0.00002822816,0.0004419859],"genre_scores_gemma":[0.9967975,0.0002609785,0.001471121,0.00001592196,0.000004783555,0.000005133513,0.00007539218,0.000008406671,0.001360805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001627184,"threshold_uncertainty_score":0.003235459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01130849742617513,"score_gpt":0.2216291406510758,"score_spread":0.2103206432249007,"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."}}