{"id":"W4283821915","doi":"10.1111/wej.12811","title":"Development of novel mixed matrix membranes (MMMs) for oil sands wastewater treatment: A critical review","year":2022,"lang":"en","type":"review","venue":"Water and Environment Journal","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Produced water; Commercialization; Reuse; Fouling; Membrane fouling; Water treatment; Environmental science; Sewage treatment; Biofouling; Desalination; Waste management; Environmental engineering; Engineering; Business; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007042742,0.0005175483,0.001366678,0.0001110861,0.0004140612,0.00004717737,0.0004007318,0.0001719736,0.007220252],"category_scores_gemma":[0.00002817372,0.0003037828,0.0004052696,0.00006460919,0.0002448331,0.0001517455,0.000432406,0.0002731656,0.00009524443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004462697,"about_ca_system_score_gemma":0.00003193949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002233715,"about_ca_topic_score_gemma":0.000001136895,"domain_scores_codex":[0.9972396,0.0001030828,0.001184019,0.0004957797,0.0004870266,0.0004904153],"domain_scores_gemma":[0.9990949,0.0001131434,0.0002853798,0.0003486132,0.000002642006,0.0001553065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001432019,0.0002699076,0.000002214544,0.01246077,0.0001549701,0.00001061506,0.0002760486,0.00001934631,0.0003911376,0.000007142231,0.0003854849,0.986008],"study_design_scores_gemma":[0.0004770746,0.0001545605,8.572848e-7,0.002033881,0.0006611157,0.0003965459,0.00003641164,0.000009061167,0.001561935,0.00002582717,0.994267,0.0003757026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002263045,0.9983324,0.0001341328,0.0002171941,0.0001725751,0.0004909424,0.00005533261,0.00002464025,0.0003464809],"genre_scores_gemma":[0.00001782836,0.9876735,0.00990392,0.00003214063,0.00004266619,0.0004124147,0.0001427837,0.00004949548,0.001725272],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9938815,"threshold_uncertainty_score":0.9999414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07710256694593155,"score_gpt":0.3155717134006446,"score_spread":0.2384691464547131,"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."}}