{"id":"W4402309542","doi":"10.2139/ssrn.4948752","title":"Facilitated Transport of Gel-Like Chitosan-Based Membranes for Olefin/Paraffin Separation","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Membrane; Chitosan; Olefin fiber; Separation (statistics); Chemical engineering; Chemistry; Chromatography; Materials science; Organic chemistry; Computer science; Polymer; Engineering; Biochemistry","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":[0.000174546,0.0003549334,0.000156977,0.0002512031,0.0002492594,0.0003967832,0.0002784382,0.0005270364,0.001233774],"category_scores_gemma":[0.0002428519,0.0001287913,0.0003544421,0.0001886731,0.0001999593,0.0004068424,0.0002857998,0.0005660451,0.000419907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008557787,"about_ca_system_score_gemma":0.0004262985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003328307,"about_ca_topic_score_gemma":0.003552187,"domain_scores_codex":[0.999894,0.00001112729,0.000005801649,0.0000223109,0.00003042669,0.00003627846],"domain_scores_gemma":[0.9999061,0.00002270674,0.00001987491,0.00000770411,0.00002796735,0.00001558311],"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":[0.00003518601,0.00001120243,0.00002455075,0.00004665703,0.000004450578,0.00003252611,0.00001278753,0.0001300346,0.9983363,0.0002384125,0.00008247721,0.001045456],"study_design_scores_gemma":[0.000009254105,0.00005112423,0.0002745173,0.000004216699,0.000009206139,0.00004056682,0.00001017113,0.001403968,0.9970873,0.00004314446,0.001060382,0.000006215982],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821435,0.001540221,0.01190101,0.0003221165,0.00008294329,0.00007669348,0.0002831564,0.0001569613,0.003493524],"genre_scores_gemma":[0.9880928,0.0006681948,0.006591884,0.00008499196,0.00001363067,0.00002476664,0.0001784464,0.00003228664,0.004312824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003328307,"threshold_uncertainty_score":0.006617844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164818620062796,"score_gpt":0.271204317225259,"score_spread":0.259556131024631,"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."}}