{"id":"W4414803760","doi":"10.1002/cctc.202500980","title":"Optimizing Zeolite 13X Synthesis from Kaolin Clay for Higher CO <sub>2</sub> Adsorption: A Statistical Approach","year":2025,"lang":"en","type":"article","venue":"ChemCatChem","topic":"Zeolite Catalysis and Synthesis","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Suncor Energy Incorporated; Canadian Natural Resources Limited","keywords":"Zeolite; Adsorption; Crystallization; Raw material; Kinetics; Characterization (materials science)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002932883,0.0004869963,0.0008170831,0.0001045965,0.0001800952,0.0001595554,0.000544193,0.0004858048,0.0009491048],"category_scores_gemma":[0.0004278443,0.0004837534,0.0004065426,0.000281741,0.0001885832,0.0001320467,0.0001298649,0.0003241474,0.00009552847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002544746,"about_ca_system_score_gemma":0.0001384231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003635088,"about_ca_topic_score_gemma":0.000002009959,"domain_scores_codex":[0.9972254,0.0000364013,0.0006979646,0.001028884,0.0003389338,0.0006724024],"domain_scores_gemma":[0.9968631,0.001533167,0.0001979861,0.001007566,0.0001581836,0.000240041],"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":[0.0002239093,0.0004061113,0.0003924147,0.0006253999,0.0006041218,0.000006299322,0.0004382998,0.00001788329,0.9491428,0.001859173,0.0139533,0.03233025],"study_design_scores_gemma":[0.0006499778,0.000005147984,0.0001537767,0.0001494008,0.0004659598,0.000001812415,0.0003831543,0.002214062,0.9771391,0.001266643,0.0170644,0.0005066219],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8492048,0.002157714,0.04851513,0.001087324,0.0003176605,0.0005108488,0.002718058,0.0006229113,0.09486559],"genre_scores_gemma":[0.9728589,0.0000899993,0.02172045,0.0003196392,0.00058981,0.0007563204,0.001331428,0.00009064435,0.002242774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1236542,"threshold_uncertainty_score":0.9999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963806730476842,"score_gpt":0.2539890567769559,"score_spread":0.2343509894721875,"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."}}