{"id":"W4411566654","doi":"10.1039/d5ee00617a","title":"Electrolytic hydrogenation at 100 mA cm <sup>−2</sup> and 1.6 volts","year":2025,"lang":"en","type":"article","venue":"Energy & Environmental Science","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canadian Institute for Advanced Research","keywords":"Electrolysis; Crossover; Hydrogen; Electrolysis of water; Electrolyte; Hydrogen production; Materials science; Chemistry; Inorganic chemistry; Electrode; Physical chemistry; Organic chemistry; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004164466,0.000306292,0.0002585495,0.0003080205,0.0006511794,0.00009958933,0.0005621509,0.0001070958,0.0003206769],"category_scores_gemma":[0.00003771095,0.0002933862,0.00007364569,0.000685598,0.0008084708,0.0004263665,0.0005059923,0.0001022894,0.0001218683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198452,"about_ca_system_score_gemma":0.00009007579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001942962,"about_ca_topic_score_gemma":0.0003739229,"domain_scores_codex":[0.997139,0.00009810327,0.000372632,0.0009148354,0.0007314268,0.0007439651],"domain_scores_gemma":[0.9990053,0.00006621036,0.0001067213,0.0005665603,0.000008751037,0.0002464329],"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":[0.00004385314,0.0001592306,0.005098016,0.00001324616,0.00005887028,0.00003805968,0.0002726639,0.1837894,0.7474404,0.02626841,0.0007076621,0.03611017],"study_design_scores_gemma":[0.0009979047,0.0001368441,0.007054788,0.00005238557,0.00004330431,0.0001099794,0.000223231,0.1361135,0.6112137,0.0009832049,0.2424202,0.0006509235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478277,0.0008931639,0.0004357139,0.0001920822,0.0002197583,0.00009094824,0.000005556846,0.0001053118,0.05022977],"genre_scores_gemma":[0.9669067,0.000191049,0.0001583643,0.0004188546,0.00009371359,0.00005183243,0.00002593354,0.00002770142,0.0321258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2417126,"threshold_uncertainty_score":0.9999518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003839414393887034,"score_gpt":0.1914795365366457,"score_spread":0.1876401221427587,"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."}}