{"id":"W2252881090","doi":"10.1002/j.1551-8701.2011.tb03064.x","title":"Use Zeta Potential to Improve Direct Filtration Operation","year":2011,"lang":"en","type":"article","venue":"Opflow","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zeta potential; Filtration (mathematics); Environmental science; Water treatment; Environmental engineering; Pulp and paper industry; Mathematics; Engineering; Chemical engineering; Statistics","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":[0.00069722,0.001169657,0.0004554726,0.0009885498,0.0006386132,0.001135864,0.0007482158,0.0007045654,0.003035179],"category_scores_gemma":[0.001560873,0.0003360262,0.0005485467,0.0004623073,0.0002487411,0.001319586,0.001008195,0.0008989366,0.001863364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000747739,"about_ca_system_score_gemma":0.0007053108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005129333,"about_ca_topic_score_gemma":0.007850769,"domain_scores_codex":[0.9995065,0.00004243354,0.00004453134,0.00008490518,0.0002419063,0.0000797367],"domain_scores_gemma":[0.9994437,0.0001573894,0.00007960101,0.00004136236,0.0002510491,0.0000268506],"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":[0.0001908621,0.0001739129,0.002112224,0.0002338154,0.00004065972,0.0001374085,0.0001468033,0.002093344,0.9353891,0.0003118049,0.0007877407,0.05838221],"study_design_scores_gemma":[0.00002818207,0.0002481703,0.001915412,0.00001076197,0.00003739918,0.0001323816,0.00004461469,0.004144294,0.9857489,0.0001748036,0.007492619,0.00002246905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7263618,0.002344135,0.2542532,0.001113416,0.0002301315,0.0006602252,0.0004728358,0.003961449,0.01060281],"genre_scores_gemma":[0.8409218,0.002319315,0.144585,0.0005659775,0.00006659645,0.0003082062,0.0009660658,0.0006849194,0.009582132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005129333,"threshold_uncertainty_score":0.01019895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02335746201545405,"score_gpt":0.2266742332777474,"score_spread":0.2033167712622934,"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."}}