{"id":"W2084042507","doi":"10.5539/mas.v1n4p83","title":"Effect of the First Coagulating Bath Composing on the Structure of PES Membrane","year":2007,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mass fraction; Membrane; Fraction (chemistry); Chemistry; Membrane structure; Flux (metallurgy); Casting; Coagulation; Chromatography; Chemical engineering; Materials science; Composite material; Organic 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":[0.0006625645,0.00009889463,0.0001328693,0.0000456122,0.0001890478,0.00001437716,0.0003663963,0.00002963194,0.00001539308],"category_scores_gemma":[0.00001250659,0.0000536376,0.00003617261,0.0003493305,0.0002646786,0.000037258,0.00001724624,0.0001250205,9.695943e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001861263,"about_ca_system_score_gemma":0.00001253004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004669024,"about_ca_topic_score_gemma":0.00002971897,"domain_scores_codex":[0.9990945,0.00000785796,0.0001905544,0.0001274389,0.000405767,0.0001738892],"domain_scores_gemma":[0.9994454,0.0001776672,0.0000525107,0.0002762013,0.00001982076,0.00002842776],"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":[0.00001394446,0.000003003799,0.0002269121,0.00006066293,0.000002752167,1.133984e-7,0.0006981482,0.1429137,0.8538369,0.001251561,0.000002857677,0.0009894653],"study_design_scores_gemma":[0.0001166218,0.00001473963,0.00342192,0.00002728387,0.00000579955,9.107077e-7,0.00001448535,0.1533077,0.8429434,0.00007267779,0.00002532238,0.00004916079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832778,0.00001152861,0.008874697,0.00003164036,0.000106144,0.000237308,0.000003433069,0.00003318598,0.007424255],"genre_scores_gemma":[0.9997927,7.690397e-7,0.0001281965,0.00004834443,0.00001486333,9.302934e-7,5.324723e-7,0.000008103028,0.000005546445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01651491,"threshold_uncertainty_score":0.2187278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006419942175055894,"score_gpt":0.2190293822908874,"score_spread":0.2126094401158315,"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."}}