{"id":"W4407814510","doi":"10.1002/ange.202425590","title":"Water in Electrocatalysis","year":2025,"lang":"en","type":"article","venue":"Angewandte Chemie","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; National Key Research and Development Program of China; Hainan University; National Natural Science Foundation of China","keywords":"Electrocatalyst; Chemistry; Materials science; Electrochemistry; Physical chemistry","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":[0.000326546,0.0004941108,0.0004010211,0.0003760131,0.0003430764,0.0009923573,0.0004526167,0.001251639,0.00203588],"category_scores_gemma":[0.000270448,0.000197446,0.0002018742,0.0005207329,0.001610881,0.002147536,0.0007450507,0.001337593,0.0006686294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007906277,"about_ca_system_score_gemma":0.0004044649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005539828,"about_ca_topic_score_gemma":0.000627192,"domain_scores_codex":[0.9997724,0.00005660355,0.00001307519,0.00006075357,0.00006649358,0.0000306175],"domain_scores_gemma":[0.9999082,0.00004186411,0.00001191,0.000006344038,0.00002358281,0.00000799707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008485425,0.00008617292,0.0003401039,0.004220125,0.00005871855,0.0006671142,0.0004743359,0.003352647,0.08167313,0.7033915,0.02746577,0.1781855],"study_design_scores_gemma":[0.00001748762,0.0002240265,0.0004900956,0.0007076669,0.00003147712,0.0004778392,0.0004215404,0.004114185,0.05357264,0.244615,0.6952872,0.00004087459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02068214,0.8882536,0.01748951,0.01206865,0.006024139,0.00003810284,0.0001043804,0.0001129777,0.05522652],"genre_scores_gemma":[0.4300442,0.5251789,0.005273138,0.004592169,0.003127954,0.00008210898,0.0001289166,0.00004448438,0.03152804],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00203588,"threshold_uncertainty_score":0.006810725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005834775994955874,"score_gpt":0.2336706217895489,"score_spread":0.227835845794593,"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."}}