{"id":"W3039221684","doi":"10.1016/s0958-2118(20)30107-5","title":"Aquaporin's membranes play a vital role in effectively cleaning both produced and oil and gas flow-back water","year":2020,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forward osmosis; Membrane; Aquaporin; Engineering; Water channel; Water flow; Reverse osmosis; Flow (mathematics); Petroleum engineering; Environmental engineering; Waste management; Process engineering; Environmental science; Chemistry; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005180167,0.0003876507,0.0003618492,0.0005584052,0.0008530258,0.0009355466,0.0003426233,0.001017046,0.001374561],"category_scores_gemma":[0.0002968546,0.0002912715,0.0003531793,0.0004896667,0.001145992,0.001791898,0.0007597129,0.0011122,0.001079677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007529189,"about_ca_system_score_gemma":0.0006754311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001669559,"about_ca_topic_score_gemma":0.001977509,"domain_scores_codex":[0.9995126,0.00004511871,0.00002254317,0.00006413799,0.0002807067,0.0000749406],"domain_scores_gemma":[0.9998235,0.0000630482,0.00003182598,0.000008025776,0.00005233783,0.00002124812],"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":[0.0000571923,0.00004884635,0.0005787567,0.0006656272,0.00002304726,0.0002009072,0.0001596748,0.0005745033,0.8915785,0.01289005,0.003017688,0.09020527],"study_design_scores_gemma":[0.000006888738,0.0001753113,0.001099921,0.00003854219,0.00001335027,0.0007674205,0.0002125401,0.0007138103,0.8590251,0.00229992,0.1356182,0.00002906605],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4842666,0.1447798,0.242008,0.0271559,0.001615988,0.0002247054,0.001176781,0.002957694,0.09581444],"genre_scores_gemma":[0.7656838,0.1011743,0.09398025,0.001559077,0.0003225358,0.00006147134,0.00035564,0.0001594857,0.0367034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001669559,"threshold_uncertainty_score":0.005462885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007900727348837145,"score_gpt":0.2066318836641928,"score_spread":0.1987311563153557,"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."}}