{"id":"W1998522851","doi":"10.1016/j.cej.2014.02.082","title":"Study on CO2 stripping from water through novel surface modified PVDF hollow fiber membrane contactor","year":2014,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Hollow fiber membrane; Polyvinylidene fluoride; Desorption; Materials science; Phase inversion; Stripping (fiber); Permeance; Contact angle; Chemical engineering; Analytical Chemistry (journal); Membrane distillation; Porosity; Chromatography; Chemistry; Fiber; Composite material; Permeation; Adsorption; Desalination; Organic 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001950666,0.00034049,0.0004188968,0.00005217917,0.00006051227,0.0001024105,0.0002483068,0.000152694,0.0003329679],"category_scores_gemma":[0.000036349,0.0002782299,0.0001376646,0.00009141499,0.00001412851,0.0002038243,0.00001535274,0.0007704702,0.0001013465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008477915,"about_ca_system_score_gemma":0.000009353772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007326587,"about_ca_topic_score_gemma":4.299264e-7,"domain_scores_codex":[0.9984425,0.00001338798,0.0004784491,0.0002460857,0.0003706634,0.0004489212],"domain_scores_gemma":[0.9993127,0.0001070408,0.00003349588,0.0002675205,0.00004630239,0.0002329683],"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":[0.00002396375,0.00006682979,0.00001789318,0.00001822214,0.00009685449,0.0000128878,0.0005246199,0.4517971,0.5472527,0.00001877799,0.0001318944,0.00003825075],"study_design_scores_gemma":[0.003444682,0.00007549069,0.0002973153,0.000111625,0.00006423648,0.00003694123,0.00005106939,0.1025332,0.8860811,0.00001294541,0.006745404,0.0005459718],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9394253,0.00003585012,0.05818746,0.00006743228,0.0007009353,0.0001564824,0.00001415672,0.0003111697,0.001101237],"genre_scores_gemma":[0.9965325,0.00000719492,0.002657081,0.00007857889,0.0004755422,0.000005452192,0.00003466991,0.0000796143,0.0001293751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3492638,"threshold_uncertainty_score":0.999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143515063611412,"score_gpt":0.2220605238759435,"score_spread":0.2006253732398294,"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."}}