{"id":"W1987286439","doi":"10.1016/j.seppur.2013.05.008","title":"Effect of SMM concentration on morphology and performance of surface modified PVDF hollow fiber membrane contactor for CO2 absorption","year":2013,"lang":"en","type":"article","venue":"Separation and Purification Technology","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Permeance; Hollow fiber membrane; Materials science; Polyvinylidene fluoride; Phase inversion; Contact angle; Porosity; Chemical engineering; Spinning; Absorption (acoustics); Fiber; Distilled water; Analytical Chemistry (journal); Composite material; Chromatography; Chemistry; Permeation; Polymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002003286,0.0002529769,0.0002276373,0.0001466921,0.0002326775,0.000302985,0.0002699104,0.000561501,0.001159014],"category_scores_gemma":[0.0006223687,0.0002233065,0.000233692,0.0001876657,0.0001654294,0.0003386109,0.0001191772,0.0003047411,0.0002515542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003027438,"about_ca_system_score_gemma":0.0001822215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001434024,"about_ca_topic_score_gemma":0.002572024,"domain_scores_codex":[0.9997928,0.00002552367,0.00002243405,0.00005501406,0.00006236858,0.00004196808],"domain_scores_gemma":[0.999612,0.0001420673,0.00006720798,0.0000291494,0.0001192904,0.00003034159],"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":[0.0001403726,0.00000958853,0.0001252989,0.00002246577,0.000003158471,0.00002759155,0.00001593396,0.00004773998,0.9990069,0.00001166532,0.00001779925,0.0005714475],"study_design_scores_gemma":[0.000002388756,0.00007863163,0.0008263448,0.000001001282,0.000004190534,0.00001807965,0.000009779217,0.0003129118,0.9986272,0.0000022122,0.0001152143,0.000002193775],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983558,0.0002946644,0.0007403956,0.00003117309,0.00001436064,0.0000063906,0.00007360936,0.00002941948,0.0004540192],"genre_scores_gemma":[0.9975408,0.0002248231,0.001282748,0.00002409857,0.000005549034,0.00001196897,0.00008129624,0.00001346467,0.0008151825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001434024,"threshold_uncertainty_score":0.003877282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007769209658551388,"score_gpt":0.2325617436572511,"score_spread":0.2247925339986997,"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."}}