{"id":"W3189971381","doi":"10.1038/s41598-021-95485-7","title":"Design of industrial wastewater demulsifier by HLD-NAC model","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; University of Leeds","keywords":"Microemulsion; Emulsion; Demulsifier; Pulmonary surfactant; Materials science; Wastewater; Oil droplet; Salting out; Computer science; Chromatography; Work (physics); Process engineering; Chemical engineering; Biological system; Petroleum engineering; Environmental science; Chemistry; Thermodynamics; Environmental engineering; Geology; Physics; Aqueous solution; Organic chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002832977,0.0004857285,0.0004972649,0.0003197735,0.0002056289,0.0004398851,0.0005949289,0.0004882968,0.001019168],"category_scores_gemma":[0.0002347091,0.000226133,0.0003946514,0.0002223633,0.0001464948,0.0002671966,0.0003109818,0.0003732083,0.0004737753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006239028,"about_ca_system_score_gemma":0.0004899111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002366761,"about_ca_topic_score_gemma":0.002035108,"domain_scores_codex":[0.9998616,0.00001829506,0.00001228866,0.00004228039,0.00004645001,0.0000190042],"domain_scores_gemma":[0.999909,0.00001438162,0.00002597664,0.000007749939,0.00002951989,0.00001329962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002504897,0.0002649447,0.0008681265,0.0005574246,0.00003323752,0.0001590647,0.00003664142,0.07245902,0.9089846,0.001897855,0.0002901544,0.01419847],"study_design_scores_gemma":[0.00006494338,0.0009162695,0.00065097,0.00001548486,0.00004872596,0.00005481824,0.00002392878,0.4248937,0.5680801,0.0002206927,0.005006876,0.00002345023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8355225,0.002388425,0.1513783,0.0003286651,0.000115749,0.0005132015,0.000620455,0.0008006642,0.008332096],"genre_scores_gemma":[0.9457368,0.0009235565,0.04963141,0.00004969231,0.000006328292,0.0003914106,0.0002237187,0.00003158716,0.003005429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002366761,"threshold_uncertainty_score":0.004706025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04443340222137233,"score_gpt":0.2373955587767864,"score_spread":0.1929621565554141,"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."}}