{"id":"W1509015954","doi":"10.1016/j.cherd.2015.08.024","title":"Effect of PVDF blending on the structure and performance of PEI hollow fiber membrane in CO2 separation process","year":2015,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Polyetherimide; Polyvinylidene fluoride; Materials science; Membrane; Hollow fiber membrane; Contact angle; Wetting; Polymer; Chemical engineering; Penetration (warfare); Absorption (acoustics); Fiber; Polymer chemistry; Composite material; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002202534,0.0001120047,0.0001411472,0.00004582322,0.00004504787,0.000005227908,0.0000338045,0.0000634965,0.0000316577],"category_scores_gemma":[0.000006245074,0.00008247222,0.00001249709,0.00008638097,0.0000537927,0.000185866,0.000004251839,0.0001342846,0.000001228684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002445032,"about_ca_system_score_gemma":0.000004207347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004501026,"about_ca_topic_score_gemma":0.000004265432,"domain_scores_codex":[0.9994391,0.00002867065,0.0001823345,0.0001162873,0.0001511147,0.00008250175],"domain_scores_gemma":[0.9998387,0.00001641671,0.0000504625,0.00006041162,0.000004234639,0.00002974805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002659461,0.0000465775,0.007864124,0.003325572,0.00003316299,7.356918e-7,0.003251492,0.924803,0.04542757,0.00001284193,0.000001497911,0.01257403],"study_design_scores_gemma":[0.001396967,0.0007919873,0.009865143,0.0001609735,0.00002533442,0.00001477399,0.0002201197,0.1832559,0.8040009,0.00003999636,0.0000619335,0.0001660144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988189,0.00009359448,0.0001483738,0.0000227251,0.00002970363,0.0004984781,0.00001032741,0.00001676784,0.0003610807],"genre_scores_gemma":[0.9997751,0.0001289325,0.000004884162,0.000004580765,0.00001184817,0.00002460142,0.00001612872,0.000009947541,0.00002401525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7585733,"threshold_uncertainty_score":0.336312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007240183035647556,"score_gpt":0.2143275929132212,"score_spread":0.2070874098775737,"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."}}