{"id":"W4408707600","doi":"10.1021/acs.jpcc.5c00163","title":"Continuous Flow Contact Electrocatalysis for Hydrogen Peroxide Production","year":2025,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry C","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"Air Force Office of Scientific Research; National Research Foundation of Korea","keywords":"Electrocatalyst; Hydrogen peroxide; Production (economics); Flow (mathematics); Continuous flow; Hydrogen production; Chemistry; Materials science; Hydrogen; Biochemical engineering; Engineering; Mechanics; Electrode; Electrochemistry; Physics; Organic chemistry; Economics; Physical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002550823,0.0004544363,0.0002989632,0.0002308458,0.0002372403,0.0004843686,0.0005287588,0.0005540512,0.001236849],"category_scores_gemma":[0.0002664222,0.0002061111,0.0002454394,0.0001870233,0.0003396317,0.0006061678,0.0004137632,0.0008491809,0.000424479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004559727,"about_ca_system_score_gemma":0.0002284032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006151546,"about_ca_topic_score_gemma":0.0009337469,"domain_scores_codex":[0.9996879,0.00002875572,0.0000116031,0.00007311961,0.0001523214,0.00004632653],"domain_scores_gemma":[0.999892,0.00004613171,0.00001601303,0.00001216061,0.00002147944,0.00001225546],"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":[0.00003019643,0.00004620863,0.00008876123,0.00004488764,0.000004750776,0.0000352007,0.00001265181,0.0001453698,0.9934221,0.0003370544,0.0001799308,0.005652844],"study_design_scores_gemma":[0.000005284443,0.00007711507,0.0002616498,0.000001168634,0.000003171662,0.0000560946,0.000004199583,0.002893941,0.9953837,0.00005736583,0.00125047,0.000005775401],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8091348,0.003274693,0.1795449,0.0004053917,0.0002686362,0.000194232,0.0004597851,0.001086713,0.005630857],"genre_scores_gemma":[0.9677086,0.0010592,0.02818329,0.00007791573,0.00004528521,0.00006841654,0.000203352,0.0000390679,0.00261488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001236849,"threshold_uncertainty_score":0.004137695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002943324810095817,"score_gpt":0.1983515048223106,"score_spread":0.1954081800122148,"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."}}