{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001250318,0.0004491835,0.0003312028,0.000253881,0.0002380072,0.0003354663,0.0002505904,0.0002865102,0.001150134],"category_scores_gemma":[0.0005637371,0.0002854453,0.0002524172,0.0002143432,0.0002558981,0.0004730792,0.0002663824,0.0004462796,0.0001827602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754525,"about_ca_system_score_gemma":0.0002328433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009530294,"about_ca_topic_score_gemma":0.0009362012,"domain_scores_codex":[0.9998425,0.0000149595,0.00001257865,0.00004191489,0.0000552728,0.00003263432],"domain_scores_gemma":[0.9998239,0.00003072989,0.00005366129,0.00001883719,0.00003434093,0.00003866482],"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":[0.0001669606,0.00001820979,0.0002699223,0.00005630475,0.000006838095,0.00005992061,0.00003986019,0.0004422364,0.9968106,0.0000889159,0.00003313302,0.002006992],"study_design_scores_gemma":[0.00001311829,0.0001311362,0.001485273,0.000003636324,0.00001719288,0.00005264564,0.0000180046,0.001228224,0.9964166,0.00001753127,0.0006112207,0.000005539985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964588,0.0005240375,0.001598579,0.00004351553,0.00002194183,0.00001707498,0.00005005618,0.00005162012,0.001234351],"genre_scores_gemma":[0.9959682,0.0005798104,0.002553075,0.00002939623,0.000008088144,0.00002012539,0.00007862528,0.00002687584,0.0007357968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001150134,"threshold_uncertainty_score":0.003847599,"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."}}