{"id":"W2993068249","doi":"10.1002/cssc.201902921","title":"Value‐Added Formate Production from Selective Methanol Oxidation as Anodic Reaction to Enhance Electrochemical Hydrogen Cogeneration","year":2019,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Oxygen evolution; Electrocatalyst; Electrolysis; Faraday efficiency; Methanol; Bifunctional; Catalysis; Inorganic chemistry; Formate; Chemistry; Hydrogen production; Electrochemistry; Electrolysis of water; Anode; Water splitting; Electrolyte; Chemical engineering; Materials science; Electrode; Organic chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002873419,0.0003616115,0.0003402988,0.0002045453,0.0001435755,0.00004583743,0.0002525891,0.0003125413,0.0001540939],"category_scores_gemma":[0.0002994683,0.0003968992,0.0001282186,0.000813009,0.00002477933,0.0007841264,0.00006994075,0.0003267044,0.001975518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027963,"about_ca_system_score_gemma":0.0001568786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007723148,"about_ca_topic_score_gemma":0.0001281623,"domain_scores_codex":[0.9973937,0.00008656547,0.0004213324,0.0009171628,0.0006346107,0.0005466081],"domain_scores_gemma":[0.9985299,0.00005671514,0.0002485864,0.0006140043,0.0003803082,0.0001705298],"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":[0.0003535438,0.00007279163,0.00005287968,0.00001694053,0.000123195,9.324527e-7,0.0003477475,0.0002230417,0.9934552,0.0005483623,0.0008171359,0.003988194],"study_design_scores_gemma":[0.0004093504,0.0001891269,0.00004600159,0.00003224678,0.00008042771,0.00001596111,0.00005757932,0.0007427286,0.9844405,0.001166548,0.01237696,0.0004425578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896121,0.00009817551,0.0007216792,0.0004295658,0.0004026432,0.0005346625,0.000001129254,0.0003881758,0.007811895],"genre_scores_gemma":[0.9947028,0.00003255908,0.001031693,0.0002931362,0.0005423144,0.0001413005,0.001001871,0.00007817961,0.002176158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01155982,"threshold_uncertainty_score":0.9998483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005025071393675545,"score_gpt":0.2336129544574099,"score_spread":0.2285878830637343,"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."}}