{"id":"W4417166037","doi":"10.1038/s41467-025-66408-1","title":"Breathing mode in Nd-CoOx for active and stable proton exchange membrane water electrolysis","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Higher Education Discipline Innovation Project; Priority Academic Program Development of Jiangsu Higher Education Institutions; National Natural Science Foundation of China; National Synchrotron Radiation Laboratory; China Postdoctoral Science Foundation; Salt Science Research Foundation","keywords":"Overpotential; Catalysis; Electrolysis of water; Electrolysis; Oxygen; Oxygen evolution; Membrane; Oxide; Raman spectroscopy","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":[0.0001074274,0.0002254419,0.0001355138,0.00009748608,0.0001216154,0.000244835,0.0003929161,0.0002951662,0.000497593],"category_scores_gemma":[0.0001762095,0.0001348251,0.00009826306,0.00008433208,0.0002112894,0.0003319713,0.0002674359,0.0003001805,0.000155859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003417408,"about_ca_system_score_gemma":0.0001345812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004695661,"about_ca_topic_score_gemma":0.0008252626,"domain_scores_codex":[0.9999156,0.000005054194,0.000007154007,0.00002507132,0.00003199206,0.00001519135],"domain_scores_gemma":[0.9999493,0.00001035839,0.00001305072,0.000008008574,0.000009547392,0.000009779313],"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":[0.00002916376,0.00001888008,0.0001131455,0.00007082777,0.00000327757,0.00006292905,0.00002019789,0.0001583725,0.9931914,0.0008542062,0.0001284996,0.005349001],"study_design_scores_gemma":[0.0000115975,0.00004218461,0.0002994098,0.000002455893,0.000004459393,0.0001012363,0.000006932328,0.002848094,0.9928111,0.0001124866,0.003754233,0.000005767291],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623675,0.001540427,0.02962126,0.0003329234,0.0001642597,0.00005504692,0.0001067992,0.0003057639,0.005505971],"genre_scores_gemma":[0.9865212,0.0003200406,0.01096509,0.00004334209,0.00001129442,0.00002040493,0.00004745909,0.00002285645,0.002048277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000497593,"threshold_uncertainty_score":0.002479553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0091828527272846,"score_gpt":0.2778823593386028,"score_spread":0.2686995066113182,"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."}}