{"id":"W4410855890","doi":"10.1016/j.rechem.2025.102410","title":"Microwave-assisted 1-decene oligomerization: In-depth analysis, kinetic insights, and thermodynamic perspectives with HY zeolite catalyst","year":2025,"lang":"en","type":"article","venue":"Results in Chemistry","topic":"Zeolite Catalysis and Synthesis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; King Abdulaziz University","keywords":"Catalysis; Zeolite; Kinetic energy; Chemistry; Thermodynamics; Microwave; Physical chemistry; Physics; Organic chemistry; Classical mechanics; Quantum mechanics","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"],"consensus_categories":[],"category_scores_codex":[0.000153188,0.0003658947,0.0006570372,0.0003108149,0.00007852913,0.00008973753,0.0003362615,0.0002604954,0.00008127878],"category_scores_gemma":[0.0001819167,0.0003226784,0.0001331823,0.002093369,0.0002495295,0.00009333863,0.000118282,0.0003296093,0.000002028899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003017962,"about_ca_system_score_gemma":0.0001203997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002728812,"about_ca_topic_score_gemma":0.000581286,"domain_scores_codex":[0.9977469,0.00003395046,0.0006666296,0.0009326533,0.0002473179,0.000372499],"domain_scores_gemma":[0.9985206,0.0001985315,0.0002095545,0.0008669177,0.0001044619,0.00009997001],"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":[0.00047759,0.0004184332,0.03245524,0.0006436824,0.0009448606,0.00009939523,0.002728778,0.0002810552,0.9571444,0.0001480149,0.00001636327,0.004642185],"study_design_scores_gemma":[0.005503884,0.00001583858,0.2288295,0.001111966,0.001178419,0.00003710486,0.01022635,0.006661199,0.7436301,0.0001895991,0.001364998,0.00125105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9173524,0.003382801,0.00005952702,0.0001570262,0.000009304982,0.00006928602,0.00006907929,0.0000507226,0.07884984],"genre_scores_gemma":[0.9960977,0.0006276604,0.0002110188,0.00002187554,0.00003313638,0.00003555504,0.0005260209,0.00002678402,0.002420281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2135143,"threshold_uncertainty_score":0.9999225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00601894480541838,"score_gpt":0.2267811272744814,"score_spread":0.220762182469063,"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."}}