{"id":"W7081911418","doi":"10.1016/j.cej.2025.168330","title":"MOF-derived Pt/CeO2 catalysts with N and Zr co-doping for enhanced hydrogen production via aqueous phase reforming of methanol","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Chinese Government Scholarship; China Scholarship Council; Research Grants Council, University Grants Committee","keywords":"Catalysis; Hydrogen production; X-ray photoelectron spectroscopy; Methanol; Heteroatom; Aqueous solution; Hydrogen; Zirconium","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":[],"consensus_categories":[],"category_scores_codex":[0.000223139,0.0001340498,0.000215471,0.00007890533,0.00007282276,0.00002625357,0.0002527652,0.00006448928,0.00000128984],"category_scores_gemma":[0.0002565612,0.0001130603,0.0000491698,0.0002007142,0.00003381443,0.0001780138,0.00006561538,0.0002063241,1.991459e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004696827,"about_ca_system_score_gemma":0.00004800285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000132666,"about_ca_topic_score_gemma":7.41904e-8,"domain_scores_codex":[0.9991537,0.000006480497,0.0002551648,0.0002382732,0.000112415,0.0002339775],"domain_scores_gemma":[0.9994439,0.00004978998,0.0001109162,0.0001878914,0.0001279657,0.00007948567],"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":[0.00002249574,0.00002534179,0.000006413642,0.0001819975,0.00005227728,0.000004008601,0.0001790831,0.00285587,0.9873308,0.00004149383,0.00001551451,0.009284691],"study_design_scores_gemma":[0.0006424654,0.00004238559,0.000003669058,0.0002200061,0.00001741467,0.0002656393,0.00001511694,0.04395693,0.9541669,0.0002653648,0.0002839601,0.0001201691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3911175,0.0001816181,0.6080481,0.0003261397,0.00008012813,0.00009746109,5.262256e-7,0.00004612229,0.0001024592],"genre_scores_gemma":[0.9639573,0.0000103851,0.03583642,0.0000145206,0.00008325337,0.00001587493,0.000003001033,0.000004034529,0.00007520305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5728399,"threshold_uncertainty_score":0.4610465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007060031919391373,"score_gpt":0.2390024663401749,"score_spread":0.2319424344207835,"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."}}