{"id":"W4412067603","doi":"10.1016/j.seta.2025.104429","title":"Development and simulation of new electrode designs for improved hydrogen production in alkaline electrolyzers","year":2025,"lang":"en","type":"article","venue":"Sustainable Energy Technologies and Assessments","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Hydrogen production; Electrode; Production (economics); Alkaline water electrolysis; Process engineering; Hydrogen; Computer science; Electrolysis; Materials science; Biochemical engineering; Environmental science; Chemistry; Engineering; Electrolyte","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":[0.0002797205,0.0001924725,0.0002879913,0.0004842429,0.0001254802,0.00003020549,0.0001441565,0.0001826668,0.00000136652],"category_scores_gemma":[0.0001885119,0.0001912696,0.00002837168,0.0006049514,0.00005487366,0.000172353,0.0001266433,0.0000820065,4.286604e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347637,"about_ca_system_score_gemma":0.0003672998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002452127,"about_ca_topic_score_gemma":0.0008704698,"domain_scores_codex":[0.9986028,0.0000260716,0.0003926113,0.0004124861,0.00009186049,0.0004741611],"domain_scores_gemma":[0.9994246,0.00005722835,0.0001536705,0.0002296668,0.0001068469,0.00002797447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000266594,0.0001260323,0.0004946619,0.0003576991,0.000255981,0.00000592356,0.00008482698,0.1924725,0.08899236,0.1500791,0.0002116569,0.5666526],"study_design_scores_gemma":[0.001399042,0.0002180079,0.00006841737,0.00008443541,0.00003624852,0.00000245028,0.004361772,0.05858888,0.8159389,0.03470918,0.08429576,0.0002969005],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8926938,0.001431199,0.1032625,0.0005302595,0.0001045342,0.0005070838,0.000001154157,0.0003644784,0.001105039],"genre_scores_gemma":[0.9847659,0.0001922301,0.00641549,0.00001957125,0.00001700991,0.0002012987,0.0000249296,0.00002085403,0.0083427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7269465,"threshold_uncertainty_score":0.7799747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288860030916032,"score_gpt":0.2812017661816733,"score_spread":0.2683131658725129,"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."}}