{"id":"W3005475487","doi":"10.1007/s12678-020-00587-x","title":"Platinum Stability at the Cathode of an Anion Exchange Membrane Fuel Cell","year":2020,"lang":"en","type":"article","venue":"Electrocatalysis","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Proton exchange membrane fuel cell; Catalysis; Cathode; Electrochemistry; Platinum; Electrode; Membrane electrode assembly; Membrane; Chemical engineering; Electrode potential; Ion exchange; Chemistry; Substrate (aquarium); Inorganic chemistry; Materials science; Ion; Anode; Organic chemistry; Physical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000266328,0.0002079338,0.0003394686,0.0003430746,0.0005436943,0.0009267185,0.0005244124,0.0006118043,0.001483725],"category_scores_gemma":[0.0007437943,0.0001241274,0.0001246724,0.0001995814,0.0003597186,0.0005521591,0.0002674634,0.0004668005,0.0003107382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005972371,"about_ca_system_score_gemma":0.0002817997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001411981,"about_ca_topic_score_gemma":0.0008878464,"domain_scores_codex":[0.9997757,0.00001723228,0.00001084769,0.00005899334,0.000103149,0.00003412365],"domain_scores_gemma":[0.9997901,0.00005380423,0.00002082689,0.00001560783,0.0001039607,0.00001569015],"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":[0.000965551,0.00004995013,0.001684502,0.00006891889,0.00002675393,0.0004054971,0.000163023,0.001178584,0.9849664,0.0008760776,0.0002394547,0.009375297],"study_design_scores_gemma":[0.00001690381,0.0002264061,0.001929194,0.000004364582,0.00001144945,0.0001379924,0.00008427452,0.00509025,0.991129,0.000203867,0.001157996,0.000008296008],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964985,0.0004136106,0.001226533,0.0001142513,0.00003292533,0.000005440128,0.0001299076,0.0000340054,0.001544743],"genre_scores_gemma":[0.9986292,0.0001134768,0.0001740625,0.0000101943,0.000007186502,0.000001806885,0.0001018453,0.00001103237,0.0009511706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001483725,"threshold_uncertainty_score":0.004963577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077793010292449,"score_gpt":0.1863688550033082,"score_spread":0.1755909249003837,"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."}}