{"id":"W4411091106","doi":"10.1021/acsomega.4c10886","title":"Rational Design of Zeolites to Remove Siloxane-Related Pollutants with High Adsorption Loading and Enhanced Adsorption Energy","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Texas Woman's University; Division of Materials Research; National Aeronautics and Space Administration","keywords":"Adsorption; Siloxane; Pollutant; Chemical engineering; Rational design; Materials science; Chemistry; Organic chemistry; Composite material; Nanotechnology; Engineering; Polymer","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":[0.0001490056,0.0003025324,0.0003078153,0.0002040642,0.0001323412,0.00028953,0.0002870237,0.0002174743,0.0004292387],"category_scores_gemma":[0.0001966938,0.0001625981,0.0003059997,0.0001501605,0.000144043,0.0001936407,0.0001871389,0.000222347,0.0001429411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000404808,"about_ca_system_score_gemma":0.0003531964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001891932,"about_ca_topic_score_gemma":0.004694106,"domain_scores_codex":[0.9999459,0.000005437645,0.000003449561,0.000008902649,0.00001839075,0.00001797721],"domain_scores_gemma":[0.9999694,0.00000569198,0.000007769455,0.000002550665,0.000007132346,0.000007521758],"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":[0.0002441562,0.0001292715,0.001083607,0.0001896615,0.00004240172,0.0001160205,0.00002510746,0.04354427,0.943958,0.001738871,0.0001686249,0.008760043],"study_design_scores_gemma":[0.0000971931,0.0006973137,0.0022052,0.00001249571,0.00004990097,0.00005894829,0.00005878329,0.21388,0.7795928,0.000332651,0.002986301,0.00002858112],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873198,0.0004765875,0.01036504,0.00005263757,0.00001003741,0.00004644602,0.0001448745,0.0001018869,0.001482625],"genre_scores_gemma":[0.9895501,0.0003408733,0.009572415,0.00001305294,0.000001553689,0.00003968217,0.00008844082,0.00001822255,0.0003756712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001891932,"threshold_uncertainty_score":0.003761768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00844634039751598,"score_gpt":0.2341258002035279,"score_spread":0.2256794598060119,"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."}}