{"id":"W2340458008","doi":"10.1149/07225.0041ecst","title":"(Invited) The Influence of the Carbon Support and Platinum Particles Size on Degradation of Cathode for Low Platinum-Loading Catalyst Layer","year":2016,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ballard Power Systems; National Science Foundation","keywords":"Platinum; Catalysis; Materials science; Layer (electronics); Particle size; Electrolyte; Electrochemistry; Chemical engineering; Carbon fibers; Electrocatalyst; Deposition (geology); Carbon black; Electrode; Cathode; Degradation (telecommunications); Particle (ecology); Platinum black; Composite material; Chemistry; Organic chemistry","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":[0.0006304352,0.000111826,0.0001622145,0.00003088346,0.0002003037,0.00003091325,0.0003352443,0.00004663505,0.00003065449],"category_scores_gemma":[0.0004432826,0.00005843224,0.0000428608,0.0001993913,0.0004322507,0.0002344479,0.00001963293,0.00004444283,0.000002546135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003722805,"about_ca_system_score_gemma":0.00006968267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001368648,"about_ca_topic_score_gemma":0.0001326057,"domain_scores_codex":[0.9988889,0.00004795571,0.0003560832,0.0002380809,0.0002667725,0.0002022775],"domain_scores_gemma":[0.9982735,0.0009666148,0.0002358317,0.0003824641,0.000103117,0.000038489],"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":[0.00003621518,0.00002968072,0.0002518577,0.00005303474,0.000004504282,1.225903e-7,0.0006673326,0.001678871,0.9968109,0.0001090748,0.00001293958,0.0003454502],"study_design_scores_gemma":[0.0002818858,0.00005455374,0.00374532,0.0001001484,0.00004002695,0.00000803626,0.0001099364,0.000303147,0.9946585,0.0005660942,0.00004979237,0.00008258822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943412,0.000009589267,0.003445944,0.001393166,0.0002271452,0.000325639,0.0001980778,0.00002221636,0.00003701471],"genre_scores_gemma":[0.9990001,0.000007314943,0.0007284027,0.00009625349,0.00001865401,0.00005953532,7.848639e-7,0.00001025081,0.00007873872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004658858,"threshold_uncertainty_score":0.2382798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762506866719468,"score_gpt":0.2522960141385048,"score_spread":0.2346709454713101,"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."}}