{"id":"W3101147436","doi":"10.3390/membranes10110335","title":"Impacts of Multilayer Hybrid Coating on PSF Hollow Fiber Membrane for Enhanced Gas Separation","year":2020,"lang":"en","type":"article","venue":"Membranes","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Materials science; Coating; Membrane; Polydimethylsiloxane; Gas separation; Layer (electronics); Chemical engineering; Polysulfone; Composite material; Layer by layer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002034334,0.0005817997,0.000257373,0.0002493304,0.0001625674,0.000243193,0.0002013798,0.0004680563,0.0003853198],"category_scores_gemma":[0.0002462922,0.0002049619,0.0003930411,0.0001520714,0.000149701,0.0003581651,0.0002877907,0.0002967522,0.0001838074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002789465,"about_ca_system_score_gemma":0.0001463309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008833973,"about_ca_topic_score_gemma":0.001667274,"domain_scores_codex":[0.9998149,0.00001994982,0.00001458253,0.00003911054,0.00007053028,0.00004090565],"domain_scores_gemma":[0.9998457,0.00002455144,0.00005173278,0.00001268596,0.00004666754,0.00001853894],"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":[0.00001370648,0.000003778945,0.0000482595,0.00002719354,0.00000525915,0.00002137199,0.000004999285,0.00005201085,0.999353,0.00001197757,0.000008161423,0.0004502975],"study_design_scores_gemma":[0.000001378882,0.00006469832,0.0008486698,0.000003313307,0.000009672965,0.00006058047,0.00000798927,0.0005515405,0.9980616,0.000004703122,0.000381918,0.000003979375],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920183,0.001733576,0.005237051,0.00005406919,0.00003182865,0.00001908542,0.0001262574,0.00010098,0.0006787755],"genre_scores_gemma":[0.9873313,0.001397425,0.01008663,0.00004147112,0.000009673247,0.00002296734,0.0001359932,0.00002170062,0.0009527431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008833973,"threshold_uncertainty_score":0.002023935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205150297295887,"score_gpt":0.267191026148129,"score_spread":0.2451395231751701,"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."}}