{"id":"W2015017766","doi":"10.1016/j.jcis.2011.03.077","title":"Mixed matrix membrane incorporated with large pore size halloysite nanotubes (HNT) as filler for gas separation: Experimental","year":2011,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":125,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Halloysite; Materials science; Silane; Polyetherimide; Chemical engineering; Membrane; Sonication; Permeation; Gas separation; Fourier transform infrared spectroscopy; Composite material; Wetting; Polymer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004076143,0.0001525771,0.0002349617,0.0001239022,0.0001433601,0.00008014122,0.0002097632,0.00004503801,0.0003054225],"category_scores_gemma":[0.00001989428,0.0001135748,0.0000521607,0.0002769952,0.0001506561,0.0007646027,0.00001291611,0.0001070754,0.000007475955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004070238,"about_ca_system_score_gemma":0.0001266479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003256113,"about_ca_topic_score_gemma":0.00001472634,"domain_scores_codex":[0.998948,0.00001178675,0.0003621579,0.0001479898,0.0003065695,0.0002235009],"domain_scores_gemma":[0.9993159,0.00002650866,0.0001314509,0.0001043554,0.0002508098,0.0001710239],"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":[0.0004045492,0.00007484556,0.0001878386,0.00003363806,0.00003614315,0.00000706627,0.002228146,0.001855811,0.9937168,0.0005519412,0.0008716907,0.00003153949],"study_design_scores_gemma":[0.001308171,0.0007840522,0.0003978672,0.00006775744,0.00002062258,0.0002216717,0.0008777343,0.005104999,0.986148,0.00004427564,0.004855405,0.0001694436],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915169,0.0003785839,0.003119017,0.00006215182,0.0004031602,0.000198018,0.000008127664,0.00003255394,0.004281492],"genre_scores_gemma":[0.9942329,0.00005540605,0.004675583,0.00006225887,0.00004316347,0.000005957125,0.0000013432,0.00001407143,0.0009093491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007568792,"threshold_uncertainty_score":0.4631446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790796202912644,"score_gpt":0.2707263885837414,"score_spread":0.252818426554615,"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."}}