{"id":"W4396231381","doi":"10.1016/j.cej.2024.151767","title":"Photocatalytic coproduction of hydrogen peroxide and Aldehydic/Keto acid on carbon nitride","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Photocatalysis; Selectivity; Chemistry; Hydrogen peroxide; Lactic acid; Organic chemistry; Dehydrogenation; Catalysis; Bacteria","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":[0.0001807145,0.0001906175,0.0002493215,0.0001903178,0.00002107354,0.00003160232,0.0001350756,0.0001015703,0.00001667814],"category_scores_gemma":[0.0001764446,0.0001763544,0.00009853992,0.0002515232,0.00004647797,0.0001052773,0.00003998566,0.0005098153,0.000005589267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148513,"about_ca_system_score_gemma":0.00002406465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001609387,"about_ca_topic_score_gemma":2.887229e-7,"domain_scores_codex":[0.9989558,0.000007816769,0.0003271585,0.0002514707,0.0002362141,0.0002215381],"domain_scores_gemma":[0.9994956,0.00006381692,0.00005418179,0.0002146194,0.00003921477,0.0001325904],"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":[0.00002556245,0.00001812148,0.000002896057,0.00009676761,0.00007013989,0.00002989463,0.00007962948,0.005147484,0.9918004,0.0003002406,0.00006312642,0.002365719],"study_design_scores_gemma":[0.0001306463,0.00004244538,0.000003310915,0.0002629177,0.00004998313,0.0003998714,0.000008007944,0.01482084,0.981629,0.0005895744,0.001897003,0.0001664566],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928568,0.001918147,0.003824846,0.00006800851,0.0001831839,0.0001286307,0.000003072726,0.0003195104,0.0006977818],"genre_scores_gemma":[0.9955266,0.000108266,0.003907057,0.0000131822,0.0003109317,0.00001806522,0.000009023617,0.00005476669,0.00005213761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01017148,"threshold_uncertainty_score":0.7191525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006799462853689753,"score_gpt":0.2254642812815255,"score_spread":0.2186648184278357,"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."}}