{"id":"W2144039793","doi":"10.5539/mas.v3n11p52","title":"Study on Fouling and Cleaning of PVDF Membrane","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Elevator Systems and Control","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fouling; Membrane; Reagent; Membrane fouling; Process (computing); Cleaning agent; Chemical engineering; Materials science; Pulp and paper industry; Chemistry; Computer science; Organic chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002345101,0.0002193431,0.0002546859,0.0002192599,0.000359287,0.000179328,0.0001884358,0.0004291217,0.0005594208],"category_scores_gemma":[0.0004308634,0.00008718217,0.0002919858,0.000274904,0.0001496973,0.0003264594,0.0001163945,0.000303565,0.0001870659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001567078,"about_ca_system_score_gemma":0.0001162229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065319,"about_ca_topic_score_gemma":0.0004001445,"domain_scores_codex":[0.9997955,0.00003776001,0.0000128123,0.00003651298,0.00007718145,0.00004025712],"domain_scores_gemma":[0.9998766,0.0000442657,0.00001768688,0.00000993697,0.00004287544,0.000008651999],"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":[0.00004648942,0.00001654506,0.0003990046,0.00009075671,0.000006768588,0.0001208397,0.00007248326,0.00007433262,0.9960817,0.00005969422,0.000031831,0.002999505],"study_design_scores_gemma":[0.000003267373,0.0001571836,0.002432191,0.00000764112,0.0000137519,0.000313739,0.00005570074,0.000503759,0.9950066,0.00006052009,0.001439248,0.000006316962],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911576,0.002753173,0.004404637,0.0001041014,0.00002380702,0.00001423987,0.00007377635,0.00001614269,0.001452517],"genre_scores_gemma":[0.9918649,0.002374456,0.003565505,0.00008219617,0.00002168167,0.00002143252,0.0001967794,0.00001393228,0.001859231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001065319,"threshold_uncertainty_score":0.00211823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145640326595525,"score_gpt":0.2193505760837143,"score_spread":0.2078941728177591,"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."}}