{"id":"W3121694316","doi":"10.20944/preprints201806.0146.v1","title":"Thin Film Composite and/or Thin Film Nanocomposite Hollow Fiber Membrane for Water Treatment, Pervaporation and Gas/Vapor Separation","year":2018,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pervaporation; Materials science; Membrane; Water vapor; Chemical engineering; Composite number; Gas separation; Thin-film composite membrane; Thin film; Nanocomposite; Fiber; Substrate (aquarium); Nanotechnology; Composite material; Organic chemistry; Chemistry; Engineering; Permeation","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004704761,0.0007251946,0.0007602661,0.0002036471,0.000264199,0.0001380133,0.0002450906,0.000554119,0.001333063],"category_scores_gemma":[0.00001545393,0.0005824132,0.0002186966,0.00008040481,0.0001102093,0.0004436845,0.0001660511,0.0003712012,0.0004260258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246429,"about_ca_system_score_gemma":0.00005923992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009317953,"about_ca_topic_score_gemma":0.0001352019,"domain_scores_codex":[0.9973017,0.00009798451,0.0008021054,0.001049353,0.0002780809,0.0004707594],"domain_scores_gemma":[0.9985497,0.00007749868,0.00016224,0.0008210572,0.0001566183,0.0002328969],"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":[0.002210511,0.0004713417,0.01935089,0.004103975,0.001581384,0.00005069138,0.01957794,0.3997681,0.5499806,0.0001417671,0.001819825,0.0009429802],"study_design_scores_gemma":[0.002554317,0.0001809786,0.01091146,0.0002617009,0.0003978767,0.00004572385,0.00004756594,0.2140156,0.7404639,0.0003430581,0.02975268,0.001025082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911741,0.0001922459,0.0008827891,0.0004702943,0.0006349716,0.002447593,0.0002409475,0.0005633319,0.003393701],"genre_scores_gemma":[0.9833353,0.0008674758,0.001932955,0.0001702204,0.0003450931,0.0006990713,0.002718978,0.0001323232,0.009798572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1904833,"threshold_uncertainty_score":0.9996628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06500124243653811,"score_gpt":0.3163004286701524,"score_spread":0.2512991862336143,"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."}}