{"id":"W1992443053","doi":"10.5539/mas.v3n1p144","title":"Study of PVDF Tubular Ultrafiltration Membrane for Separating Oil/water Emulsion and Effect of Cleaning Method on Membrane","year":2008,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ultrafiltration (renal); Emulsion; Membrane; Permeation; Chromatography; Volumetric flow rate; Flux (metallurgy); Materials science; Chemical engineering; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078669,0.0001621908,0.0003012564,0.0001612634,0.0001949206,0.00001744044,0.0001752662,0.00005025463,9.103589e-7],"category_scores_gemma":[0.00002053347,0.000128806,0.00003137935,0.000234668,0.00009175671,0.0001053349,0.00002773501,0.000108917,5.067035e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000368382,"about_ca_system_score_gemma":0.000009279272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008924019,"about_ca_topic_score_gemma":0.000007594123,"domain_scores_codex":[0.9987636,0.00002253309,0.0002892505,0.0003117066,0.0003354806,0.0002773806],"domain_scores_gemma":[0.9994853,0.0001517975,0.00004896281,0.0002206192,0.00004199663,0.00005134263],"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":[0.00004448269,0.00003134004,0.00004053603,0.00008816225,0.000009000509,6.782911e-7,0.002197229,0.2357361,0.7598839,0.0001559395,2.578617e-7,0.001812321],"study_design_scores_gemma":[0.0004154507,0.0002773182,0.0000560634,0.000008608401,0.00001117713,0.00000372838,0.00002998721,0.5332941,0.4657891,0.00004011154,3.156161e-7,0.00007402831],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8855379,0.00001318531,0.1132742,0.000002373858,0.00003916769,0.0003395871,0.000002769122,0.00004827874,0.0007425123],"genre_scores_gemma":[0.9952843,0.0000140406,0.004604008,0.000005107308,0.00001321127,0.00003888067,0.000005157098,0.00002314063,0.0000121423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.297558,"threshold_uncertainty_score":0.5252557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008946393458862192,"score_gpt":0.2454851849938635,"score_spread":0.2365387915350013,"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."}}