{"id":"W4212796910","doi":"10.3934/matersci.2022012","title":"Polymer based membranes for propylene/propane separation: CMS, MOF and polymer electrolyte membranes","year":2022,"lang":"en","type":"article","venue":"AIMS Materials Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Membrane; Propane; Polymer; Chemical engineering; Synthetic membrane; Materials science; Electrolyte; Gas separation; Air separation; Polymer chemistry; Chemistry; Organic chemistry; Composite material; Physical chemistry; Electrode; Engineering","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":[0.0005777417,0.0004943089,0.0003302758,0.00145045,0.0003258192,0.0004303745,0.0002885814,0.0006347295,0.001187843],"category_scores_gemma":[0.0005178598,0.0001763174,0.0004811374,0.001114494,0.0001817647,0.0009900017,0.0002102049,0.0006085917,0.0006981029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004108533,"about_ca_system_score_gemma":0.0003413126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009997712,"about_ca_topic_score_gemma":0.001234021,"domain_scores_codex":[0.9995906,0.00003673369,0.00003803233,0.00007683607,0.0002055044,0.00005235654],"domain_scores_gemma":[0.9996548,0.00009098756,0.00007927264,0.00002766743,0.0001296261,0.00001773139],"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":[0.00005369812,0.00003183065,0.0009232746,0.0005653143,0.00004348532,0.0001010431,0.00003380239,0.0002410115,0.9836273,0.0002112256,0.0002871685,0.01388077],"study_design_scores_gemma":[0.00000201197,0.00009086388,0.003149181,0.00001675081,0.00001841856,0.0001495828,0.00002185259,0.0002695432,0.9893801,0.00005045414,0.006840606,0.00001061588],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8957604,0.03995027,0.04896642,0.0005730135,0.0002006847,0.0002697321,0.007552779,0.0006144695,0.006112348],"genre_scores_gemma":[0.9064757,0.02243919,0.056224,0.0003173066,0.00009769925,0.0002767576,0.00650903,0.0001291981,0.00753116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00145045,"threshold_uncertainty_score":0.003973663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109174249565784,"score_gpt":0.2429483998608924,"score_spread":0.2318566573652345,"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."}}