{"id":"W2760276938","doi":"10.1016/j.electacta.2017.09.145","title":"Building upon the Koutecky-Levich Equation for Evaluation of Next-Generation Oxygen Reduction Reaction Catalysts","year":2017,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":118,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Government of Canada; Volkswagen of America","keywords":"Overpotential; Rotating disk electrode; Chemistry; Catalysis; Nernst equation; Electrokinetic phenomena; Order of reaction; Electrolyte; Electrochemistry; Thermodynamics; Kinetics; Physical chemistry; Electrode; Reaction rate constant; Organic chemistry; Physics; Classical mechanics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002443957,0.0002719881,0.0002784198,0.0002151666,0.001176035,0.0001864298,0.0006260527,0.0002220845,0.00001796203],"category_scores_gemma":[0.001180277,0.0002363235,0.0001963128,0.0002148695,0.00006584925,0.001235132,0.00006587242,0.0002331922,0.00001126653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007793457,"about_ca_system_score_gemma":0.0002925344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000720497,"about_ca_topic_score_gemma":0.0008529517,"domain_scores_codex":[0.9972672,0.0002374926,0.0005209408,0.0005441877,0.0009854435,0.000444673],"domain_scores_gemma":[0.9966905,0.00009367826,0.0009849768,0.001175119,0.000994516,0.00006121338],"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":[0.0001711909,0.00004881209,0.000005655251,0.00001794656,0.0001113211,6.841376e-8,0.0001575236,0.0007025034,0.9617354,0.007856408,0.0007534653,0.02843971],"study_design_scores_gemma":[0.001112664,0.0001914905,0.0005748834,0.00002900657,0.0004343191,0.00001713831,0.00003779857,0.07954243,0.9101843,0.004606985,0.00302613,0.0002428646],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916726,0.0001609062,0.002587266,0.002283416,0.0007470265,0.0008816698,0.000002090057,0.00009997476,0.001565007],"genre_scores_gemma":[0.9970358,0.00006340659,0.0009437656,0.00003225368,0.0009974841,0.0002474262,0.0004280818,0.00006019527,0.0001915593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07883992,"threshold_uncertainty_score":0.9636993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06799978435723193,"score_gpt":0.3062298635495312,"score_spread":0.2382300791922993,"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."}}