{"id":"W4408104861","doi":"10.1016/j.compchemeng.2025.109088","title":"Utilization of Hydrogen Pentoxide and Hydrogen Peroxide in transportation sector: A comprehensive assessment study","year":2025,"lang":"en","type":"article","venue":"Computers & Chemical Engineering","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Hydrogen peroxide; Hydrogen; Pentoxide; Chemistry; Engineering; Environmental science; Waste management; Chemical engineering; Inorganic chemistry; Organic chemistry; Vanadium","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":[0.00005016923,0.0001637813,0.0002627361,0.0002669984,0.00001109093,0.00001012015,0.0001729033,0.0000769428,0.000002536128],"category_scores_gemma":[0.00001194234,0.0001909459,0.00003165059,0.0004270754,0.00002821686,0.00009464094,0.00005195826,0.0002373142,3.241528e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612387,"about_ca_system_score_gemma":0.00001082807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001154943,"about_ca_topic_score_gemma":0.000003898126,"domain_scores_codex":[0.9991066,0.000008977637,0.0003020396,0.0002185367,0.0001450382,0.0002188132],"domain_scores_gemma":[0.9996282,0.0001019467,0.00001959145,0.0001837356,0.0000289117,0.00003756647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005678532,0.00005364102,0.004387138,0.0002430086,0.00005987904,0.000009561626,0.0002327415,0.4745263,0.516333,0.0000660911,0.00001011439,0.004072821],"study_design_scores_gemma":[0.0007128399,0.00003055239,0.01715297,0.0001319138,0.00001287941,0.000001451962,0.0001893921,0.6361846,0.3452882,0.00005494839,0.00006779267,0.0001723911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9174522,0.0002668286,0.08160599,0.00001327856,0.00004345318,0.0003241321,0.000003825648,0.0002674013,0.00002288387],"genre_scores_gemma":[0.9948729,0.00003276771,0.005004326,0.000006413677,0.000006852782,0.00003897452,0.00001482318,0.00002144742,0.000001555342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1710448,"threshold_uncertainty_score":0.7786548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766508389149795,"score_gpt":0.2776071659142976,"score_spread":0.2599420820227997,"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."}}