{"id":"W4411895531","doi":"10.1002/cbh2.70002","title":"Advances in the In Situ Synthesis of Hydrogen Peroxide Using Hydrogen Substitutes","year":2025,"lang":"en","type":"article","venue":"Carbon and Hydrogen","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Hydrogen peroxide; Catalysis; Renewable energy; Chemistry; Organic synthesis; Green chemistry; Combinatorial chemistry; Biochemical engineering; Hydrogen; Hydrogen production; Nanotechnology; Reaction mechanism; Materials science; Organic chemistry; Engineering","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":[0.0003655904,0.0005251399,0.0002490624,0.0003236579,0.0001291698,0.0004513287,0.0003064577,0.000454945,0.001156858],"category_scores_gemma":[0.0001961804,0.000231892,0.0002639485,0.0001902201,0.000253266,0.0008234744,0.0003466379,0.0005787789,0.0004345609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002828163,"about_ca_system_score_gemma":0.0001905554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001664133,"about_ca_topic_score_gemma":0.0002643616,"domain_scores_codex":[0.9998633,0.0000268046,0.000009353473,0.00003824026,0.0000444298,0.00001790761],"domain_scores_gemma":[0.99991,0.00003418654,0.00002133477,0.00001002524,0.00001743638,0.000007029848],"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":[0.00009287078,0.0001394025,0.0003092913,0.003673912,0.00004348961,0.0002223668,0.0001563216,0.001593544,0.9053778,0.01279286,0.001296471,0.07430175],"study_design_scores_gemma":[0.00001463801,0.0006383063,0.0004720826,0.00008058831,0.00007014807,0.0004239578,0.00007218801,0.003490251,0.8782663,0.002152261,0.1142967,0.00002252534],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4165769,0.4058785,0.1174872,0.002134807,0.001654142,0.0001335781,0.0002715253,0.0004118359,0.05545157],"genre_scores_gemma":[0.7660483,0.1947311,0.02850591,0.0002872449,0.0003797553,0.00005045814,0.000185578,0.00006755884,0.009744249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001156858,"threshold_uncertainty_score":0.00387013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01250718508576551,"score_gpt":0.2658300795949195,"score_spread":0.253322894509154,"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."}}