{"id":"W4415638356","doi":"10.1016/j.ijhydene.2025.152121","title":"Development of a high-performance electrolyzer for efficient hydrogen production via electrode modification with a commercial catalyst","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Hydrogen production; Electrolyte; Electrolysis; Anode; Alkaline water electrolysis; Electrochemistry; Polymer electrolyte membrane electrolysis; Catalysis; Electrode","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":[0.0002104287,0.0004061151,0.0002728358,0.0002834866,0.0001188792,0.0003285035,0.0004905129,0.0005909957,0.0006942327],"category_scores_gemma":[0.0002752767,0.0002287901,0.0003471598,0.000212754,0.0001551737,0.0004100943,0.0001633499,0.0003559356,0.0004180237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002816474,"about_ca_system_score_gemma":0.0002376733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005376634,"about_ca_topic_score_gemma":0.001322724,"domain_scores_codex":[0.9998154,0.00001174081,0.00001751419,0.00003941979,0.00009634864,0.00001960468],"domain_scores_gemma":[0.9999067,0.00001298434,0.0000196052,0.00001105982,0.00003818765,0.0000116112],"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":[0.000007844978,0.000009159252,0.00006379889,0.00002367252,0.000003122353,0.00002683536,0.000002969286,0.00004875949,0.9980356,0.00005318385,0.00002061362,0.00170448],"study_design_scores_gemma":[0.000004072592,0.00006471687,0.0005125412,0.000001194476,0.000007051459,0.00008736541,0.00000467791,0.001081532,0.9973087,0.00001395172,0.0009109525,0.000003196212],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9043851,0.001697988,0.08854332,0.0002810191,0.0001372246,0.0001850427,0.0002991037,0.0005816813,0.003889537],"genre_scores_gemma":[0.9415313,0.0007501591,0.05416286,0.00005900469,0.00001726414,0.00003962102,0.0002751112,0.00004131865,0.003123342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006942327,"threshold_uncertainty_score":0.002322495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008686493742508503,"score_gpt":0.2368977858381138,"score_spread":0.2282112920956053,"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."}}