{"id":"W4414350688","doi":"10.1039/d5lf00195a","title":"Facet- and graphene-support-dependent activity of Ta <sub>2</sub> O <sub>5</sub> for oxygen evolution reaction","year":2025,"lang":"en","type":"article","venue":"RSC Applied Interfaces","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Alliance de recherche numérique du Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Oxygen evolution; Oxygen; Reaction mechanism; Evolving systems; Tantalum","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":[0.0004029235,0.0004010732,0.0005087524,0.0004130342,0.0002066611,0.00004495479,0.0002886301,0.0003403026,0.000009158843],"category_scores_gemma":[0.0000539442,0.0004171916,0.0001533802,0.000423833,0.0001411521,0.0003291272,0.000203144,0.0002779112,0.00003034248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004394015,"about_ca_system_score_gemma":0.0001249231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002848339,"about_ca_topic_score_gemma":0.001075714,"domain_scores_codex":[0.997807,0.00005791465,0.0004937403,0.0007373081,0.0003886959,0.0005153097],"domain_scores_gemma":[0.9987229,0.00011478,0.0003837202,0.0004978112,0.0001762808,0.0001045042],"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":[0.000584349,0.0001248309,0.0000554068,0.0001694665,0.0002510679,7.260798e-7,0.0001350624,0.0004108172,0.9362782,0.01006879,0.0008790846,0.05104217],"study_design_scores_gemma":[0.00117647,0.0002150541,0.001420483,0.00006505443,0.0001827838,0.000004803612,0.0002395148,0.000565714,0.9901999,0.004482698,0.001105768,0.0003417172],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840692,0.000186693,0.01060585,0.0001438017,0.0003683392,0.0005708926,0.00001687077,0.0001996208,0.003838764],"genre_scores_gemma":[0.9991255,0.0002018724,0.0001158135,0.00005363253,0.00006307077,0.0001898361,0.00007706329,0.00005318775,0.0001199847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05392171,"threshold_uncertainty_score":0.999828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008016102328619178,"score_gpt":0.2229203141942482,"score_spread":0.214904211865629,"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."}}