{"id":"W3096902292","doi":"10.1016/j.jngse.2020.103655","title":"Membrane-based gas separation accelerated by quaternary mixed matrix membranes","year":2020,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Permeation; Polyethylene glycol; Chemical engineering; Gas separation; Glycerol; Materials science; PEG ratio; Miscibility; Fourier transform infrared spectroscopy; Selectivity; Chromatography; Nuclear chemistry; Chemistry; Polymer; Organic chemistry; Composite material; Catalysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0003496943,0.0001861481,0.0002550716,0.0001945929,0.00007833229,0.0001401708,0.000254427,0.00005860873,0.00002436791],"category_scores_gemma":[0.00006407437,0.0001583457,0.00006332737,0.0006442744,0.00005523434,0.0008705692,0.000009229044,0.0003227862,0.00000541863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004789409,"about_ca_system_score_gemma":0.00006596529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002146775,"about_ca_topic_score_gemma":7.632532e-7,"domain_scores_codex":[0.9986297,0.000009347349,0.0004097407,0.000151248,0.0005316746,0.0002682225],"domain_scores_gemma":[0.9993468,0.00003167093,0.00007493804,0.0000755418,0.0001878765,0.0002831878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003063015,0.000005791938,0.00004338126,0.0001411359,0.00001382179,0.0000223134,0.0001624476,0.2800427,0.7183185,0.00001277588,0.000730185,0.0004762368],"study_design_scores_gemma":[0.0004856825,0.00006454092,0.0002053511,0.00004587418,0.00001734105,0.00005592244,0.00002684596,0.6374493,0.3574713,0.000001556973,0.004008974,0.0001674191],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938737,0.001342136,0.002680315,0.001087483,0.0006744582,0.00008879374,0.000003687037,0.0001252579,0.0001241243],"genre_scores_gemma":[0.9982848,0.0002742703,0.00110578,0.0001448153,0.000146618,0.000001285321,0.000004582754,0.00001851104,0.00001940218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3608473,"threshold_uncertainty_score":0.6457149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417612440021394,"score_gpt":0.2481634609597113,"score_spread":0.2339873365594974,"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."}}