{"id":"W4281740198","doi":"10.1126/sciadv.abm3779","title":"Design of Ru-Ni diatomic sites for efficient alkaline hydrogen oxidation","year":2022,"lang":"en","type":"article","venue":"Science Advances","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":212,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Diatomic molecule; Catalysis; Dissociation (chemistry); Kinetics; Chemistry; Adsorption; Hydrogen; Inorganic chemistry; Physical chemistry; Molecule; Physics","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":[0.0001091914,0.000320849,0.0002675308,0.0001931734,0.0001336469,0.0002673763,0.0008256945,0.0003427055,0.0009577628],"category_scores_gemma":[0.0002109685,0.0001881658,0.0001027339,0.0001917201,0.0001275141,0.0003076252,0.0002321767,0.0003111591,0.0004363261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083246,"about_ca_system_score_gemma":0.0001468466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002127378,"about_ca_topic_score_gemma":0.0007318353,"domain_scores_codex":[0.9998893,0.0000128203,0.00001032232,0.0000308673,0.00003600641,0.00002071647],"domain_scores_gemma":[0.9999287,0.00001032293,0.00001903522,0.00001101253,0.00001380995,0.00001699053],"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":[0.0001534663,0.00007235912,0.0003474767,0.0001957482,0.00001542437,0.00006781478,0.00001933599,0.0009855279,0.989417,0.00101537,0.0001665405,0.007543903],"study_design_scores_gemma":[0.00003479679,0.0001970132,0.0005492467,0.000005019995,0.00001387022,0.00008875931,0.0000253193,0.008425828,0.9871176,0.0001285516,0.003405065,0.000008999998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974525,0.00139635,0.01850566,0.0001031894,0.00005696699,0.0001024583,0.0002244557,0.0002118723,0.004874012],"genre_scores_gemma":[0.9819515,0.0004143113,0.01625773,0.00002658772,0.000006297828,0.0000562422,0.0001583096,0.00002654658,0.001102463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009577628,"threshold_uncertainty_score":0.003203988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203783840467735,"score_gpt":0.2526839415550231,"score_spread":0.2406461031503458,"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."}}