{"id":"W4414298754","doi":"10.1002/cjce.70073","title":"Alkaline–acid modification of <scp>HZSM</scp> ‐5 zeolites: Catalytic conversion of methanol in synergy with raffinate oil to light olefins","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Zeolite Catalysis and Synthesis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Raffinate; Methanol; Catalysis; Selectivity; Crystallinity; Adsorption; Yield (engineering); Desorption; Specific surface area","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002811666,0.0001526513,0.0004090101,0.0003875092,0.00002022907,0.00001580974,0.0004446322,0.000108896,0.00001936198],"category_scores_gemma":[0.0006338177,0.0001171262,0.0001208651,0.0005429006,0.000051797,0.00006650197,0.00002315648,0.0002496094,0.000001366992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002528703,"about_ca_system_score_gemma":0.000319449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001119076,"about_ca_topic_score_gemma":0.0002847494,"domain_scores_codex":[0.9988721,0.00001105274,0.0005372094,0.0001285362,0.0001948247,0.0002562643],"domain_scores_gemma":[0.9988195,0.0002229675,0.000209168,0.0003068278,0.0002005468,0.0002410257],"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":[0.00001377529,0.00001952461,0.0002386194,0.0003291788,0.000128398,0.00001380443,0.0005822913,0.0133553,0.9840386,0.0003550946,0.00009763867,0.0008278048],"study_design_scores_gemma":[0.0003079512,0.000009280433,0.00008421174,0.000646206,0.00008735585,0.00001487069,0.0001101959,0.003140408,0.993749,0.00001679714,0.00177459,0.00005916425],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975449,0.0005551914,0.000192857,0.0003940947,0.00003708211,0.00002378355,0.0000182845,0.000005891337,0.001227944],"genre_scores_gemma":[0.9994375,0.00000884601,0.0002392322,0.00002724987,0.00003313559,0.000003611045,0.000007285729,0.00001719073,0.000225985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021489,"threshold_uncertainty_score":0.4776267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006499185573208756,"score_gpt":0.1895144143886763,"score_spread":0.1830152288154675,"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."}}