{"id":"W2314725657","doi":"10.1149/ma2007-01/3/168","title":"Ab Initio Investigation of the Oxygen Reduction Reaction (ORR) on Palladium-Alloy Catalysts","year":2007,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Palladium; Oxygen reduction reaction; Catalysis; Alloy; Ab initio; Reduction (mathematics); Oxygen; Materials science; Chemistry; Chemical engineering; Inorganic chemistry; Metallurgy; Physical chemistry; Organic chemistry; Electrochemistry; Mathematics; Engineering; Electrode","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000530399,0.0001450897,0.0001329247,0.0001133217,0.00007623517,0.00002029579,0.0001161153,0.0001249063,0.00000369227],"category_scores_gemma":[0.0001801042,0.0001340421,0.00003834904,0.0002026504,0.00004323483,0.0002192251,0.00001762232,0.00016526,0.00001581096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345261,"about_ca_system_score_gemma":0.00001585343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000345567,"about_ca_topic_score_gemma":0.000005879115,"domain_scores_codex":[0.9989362,0.00002642417,0.0004802188,0.0001559418,0.000215748,0.0001854592],"domain_scores_gemma":[0.9992771,0.00006057627,0.0002725766,0.0002578836,0.00007839702,0.0000535237],"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":[0.00001160894,0.000008458507,0.00008205638,0.0000568492,0.000007605713,9.283078e-7,0.000239983,0.007644094,0.9914703,0.00001769961,0.0001581904,0.0003022502],"study_design_scores_gemma":[0.00008358532,0.0000154968,0.06717697,0.000184265,0.000009176518,0.000008581958,0.00004428804,0.00003958205,0.9315724,0.000338437,0.0004093759,0.0001178206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859378,0.00001038851,0.00007732972,0.00006463043,0.0008811116,0.0002107699,0.000007390322,0.0005064387,0.01230419],"genre_scores_gemma":[0.9978282,0.0000244958,0.001721908,0.00002967192,0.0002541746,0.00001020789,0.00005288937,0.00004285757,0.00003559572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06709491,"threshold_uncertainty_score":0.5466077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428129760173422,"score_gpt":0.2278476522868183,"score_spread":0.2135663546850841,"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."}}