{"id":"W3193902909","doi":"10.1016/j.cej.2021.131623","title":"Monometallic platinum and palladium–based catalysts in the competitive oxidation of methanol over the liquid–phase methanol–ethanol mixtures","year":2021,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Methanol; Catalysis; Chemistry; Palladium; Platinum; Faujasite; Inorganic chemistry; Ethanol; Methanol reformer; Alcohol oxidation; Hydrogen peroxide; Alcohol; Organic chemistry; Hydrogen production; Zeolite; Steam reforming","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001250694,0.0001751422,0.0002832015,0.00008913917,0.00006575003,0.0001669797,0.0005597296,0.00007882648,0.000127654],"category_scores_gemma":[0.00124427,0.0001115869,0.00006783634,0.0004209517,0.0001880294,0.0002204494,0.0001289615,0.0002864879,0.000003747793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000608098,"about_ca_system_score_gemma":0.0001353357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005837675,"about_ca_topic_score_gemma":9.371253e-7,"domain_scores_codex":[0.9984834,0.00009000673,0.0004483814,0.0002529026,0.0004362183,0.0002891575],"domain_scores_gemma":[0.9986693,0.00064129,0.0001952412,0.000295953,0.0001182263,0.00008000154],"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":[0.00003286024,0.00005668142,0.00001022992,0.00006669739,0.00000956333,0.00002550131,0.0005007807,0.00101408,0.9979519,0.0002434681,0.00001678654,0.00007142688],"study_design_scores_gemma":[0.000603027,0.00003870808,0.0001594219,0.0001073243,0.00003106372,0.0002150046,0.0001086274,0.003159113,0.9952142,0.0001426956,0.00008726409,0.0001335064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848285,0.0006724189,0.01363309,0.0003945947,0.0002612309,0.0001127043,0.00002381376,0.00001864578,0.00005501719],"genre_scores_gemma":[0.9946624,0.00002427847,0.005033273,0.0001180696,0.0001169441,0.00001577039,0.00001116325,0.00001379905,0.000004277902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009833938,"threshold_uncertainty_score":0.455038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157868460222983,"score_gpt":0.2572452845571123,"score_spread":0.2456665999548825,"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."}}