{"id":"W7119061093","doi":"10.1002/cjce.70034","title":"Platinum‐containing catalysts for enhanced hydrogen production via methanol steam reforming","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Catalysis; Steam reforming; Hydrogen production; Methanol; Industrial catalysts; Hydrogen; Catalyst support","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":[0.0008188284,0.0002675615,0.0004654496,0.0004068568,0.0001291536,0.00002184632,0.0005368681,0.000175654,0.000006255741],"category_scores_gemma":[0.00162789,0.0002146035,0.0002840064,0.0005163886,0.00005204864,0.0002667295,0.0000400859,0.0006398309,0.000002712801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075086,"about_ca_system_score_gemma":0.0004122103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008475331,"about_ca_topic_score_gemma":0.0002855288,"domain_scores_codex":[0.9981998,0.00001135233,0.0007318188,0.0002153603,0.0002331073,0.0006086092],"domain_scores_gemma":[0.9986714,0.0002008595,0.0002321398,0.0003349833,0.0002225798,0.0003381068],"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":[0.00003450174,0.00000475351,0.000006673621,0.0001223087,0.0002082752,0.000006653684,0.000446252,0.01060336,0.9817024,0.0002263475,0.00001874518,0.006619749],"study_design_scores_gemma":[0.0004469286,0.00002396989,0.000002143501,0.0003660069,0.0001346972,0.0001443961,0.00006191838,0.007202647,0.9900568,0.0002023767,0.001134538,0.0002235471],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880206,0.0009091751,0.008962013,0.0004682032,0.0008390635,0.0003370812,0.000007611169,0.00006707382,0.0003892044],"genre_scores_gemma":[0.9984229,0.000001674388,0.0007202309,0.0000355645,0.0005128409,0.00002867341,0.0000115023,0.00005568455,0.0002109366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040232,"threshold_uncertainty_score":0.8751277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008794089164599778,"score_gpt":0.2256768710075043,"score_spread":0.2168827818429045,"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."}}