{"id":"W3205935355","doi":"10.1038/s41467-021-26307-7","title":"Boride-derived oxygen-evolution catalysts","year":2021,"lang":"en","type":"article","venue":"Nature Communications","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto","funders":"Natural Resources Canada; University of Toronto; Natural Sciences and Engineering Research Council of Canada; National Synchrotron Radiation Research Center; National Natural Science Foundation of China; Government of Ontario","keywords":"Overpotential; Boride; Boron; Catalysis; Materials science; Electrolyte; Oxygen evolution; Oxide; Inorganic chemistry; Chemical engineering; Metal; Current density; Electrode; Electrochemistry; Metallurgy; Chemistry; Physical chemistry; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001972666,0.0001780005,0.0001922707,0.000129936,0.000467129,0.00004195181,0.001151282,0.0004211287,0.00007985318],"category_scores_gemma":[0.0004748756,0.0001946501,0.0001462349,0.0009367415,0.0001061302,0.0002403737,0.0005492771,0.00100425,0.000305521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004590836,"about_ca_system_score_gemma":0.0003198704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005255455,"about_ca_topic_score_gemma":0.01347695,"domain_scores_codex":[0.9985693,0.0002036165,0.0002661167,0.0003189035,0.0003425189,0.00029956],"domain_scores_gemma":[0.9957117,0.0001787042,0.0001126831,0.00322249,0.0006679036,0.0001065482],"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":[0.000016662,0.000230002,0.0006322388,0.00001207734,0.0001683327,0.00001431532,0.0002005691,0.0001286886,0.4097754,0.5674312,0.01804421,0.003346314],"study_design_scores_gemma":[0.0006660181,0.00002606579,0.009662297,0.00003988879,0.0001305698,0.00008859499,0.0002603352,0.001002073,0.2417647,0.004242691,0.7416399,0.0004769394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3447827,0.115513,0.001621119,0.05324876,0.002868062,0.0006270613,0.00004116212,0.002547349,0.4787508],"genre_scores_gemma":[0.9927807,0.0006042118,0.003048996,0.0005784489,0.00009701822,0.00003659816,0.001178363,0.0000394528,0.001636141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7235957,"threshold_uncertainty_score":0.7937599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141363223336398,"score_gpt":0.2584784142864796,"score_spread":0.2470647820531156,"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."}}