{"id":"W1579967558","doi":"10.1002/9780470974001.f204033","title":"Hydrogen evolution reaction","year":2010,"lang":"en","type":"other","venue":"Handbook of Fuel Cells","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Materials science; Intermetallic; Electrolysis; Electrolysis of water; Carbide; Raney nickel; Electrode; Amorphous solid; Hydrogen; Electrocatalyst; Electrochemistry; Chemical engineering; Metallurgy; Inorganic chemistry; Alloy; Chemistry; Electrolyte; Physical chemistry; Crystallography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002987854,0.0001637719,0.0002560652,0.00007044766,0.00002024082,0.000005982964,0.0001714304,0.0004546328,0.005243381],"category_scores_gemma":[0.000004549376,0.0001547601,0.0001661643,0.00007433016,0.00005921312,0.00001173949,0.00002417059,0.0002820151,0.0003542671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003812856,"about_ca_system_score_gemma":0.00003708171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001709906,"about_ca_topic_score_gemma":0.00009909305,"domain_scores_codex":[0.999225,0.000003943614,0.0002026985,0.000255684,0.000165937,0.0001467104],"domain_scores_gemma":[0.9991876,0.00001686996,0.0002953459,0.0004167821,0.00002466025,0.0000587014],"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":[0.00000264877,0.00005591588,0.000005193055,0.000177548,0.00005810937,2.501407e-7,0.000004642317,1.400092e-7,0.9263363,0.0000602398,0.07278746,0.0005115318],"study_design_scores_gemma":[0.00006668421,0.000002500805,2.018974e-7,0.0001131864,0.00007653902,7.069187e-7,0.000001811907,0.000009944988,0.5603733,0.0003410691,0.4389216,0.00009244039],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006490597,0.00503021,0.0003001451,0.00001415523,0.00003213402,0.00006542542,0.00005631331,0.0001157013,0.9937369],"genre_scores_gemma":[0.01062892,0.001646729,0.0007845438,0.00001501452,0.0005935626,0.00003881195,0.000247265,0.0002079209,0.9858372],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3661341,"threshold_uncertainty_score":0.995666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004778042279561364,"score_gpt":0.2045274087330082,"score_spread":0.1997493664534468,"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."}}