{"id":"W2087914466","doi":"10.1149/05002.1563ecst","title":"PtCo Alloy Stability in PEMFCs under Automotive Cyclic Conditions","year":2013,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada)","funders":"","keywords":"Materials science; Cycling; Degradation (telecommunications); Alloy; Automotive industry; Particle (ecology); Composite material; Particle size; Voltage; Chemical engineering; Metallurgy; Electronic engineering; Electrical engineering; Thermodynamics; Engineering","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":[0.0002166405,0.0001892143,0.0001982901,0.0004448112,0.0004803133,0.0005042064,0.0003177302,0.0003586629,0.001072194],"category_scores_gemma":[0.0007327083,0.000145923,0.0001499119,0.0003721238,0.0003357073,0.0003102509,0.0001667287,0.0002321154,0.0002910435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005590399,"about_ca_system_score_gemma":0.0003731286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006926206,"about_ca_topic_score_gemma":0.007745053,"domain_scores_codex":[0.9997738,0.00001506591,0.00001479087,0.00004911341,0.00009792187,0.00004932238],"domain_scores_gemma":[0.99975,0.00004279571,0.0000335519,0.00002778244,0.0001229054,0.00002296023],"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":[0.0004929331,0.00003895203,0.005646253,0.00007757841,0.00002453284,0.0002670892,0.0002323144,0.001197042,0.9843665,0.0001229652,0.0001146357,0.007419147],"study_design_scores_gemma":[0.000002967133,0.0002254396,0.01046993,0.000004837344,0.00001462218,0.0001208107,0.0001265472,0.001829803,0.9863315,0.00003392619,0.0008312355,0.000008448031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985336,0.0003660267,0.0003293538,0.0000210892,0.000008490132,0.000004706949,0.0001373437,0.00002206423,0.0005773341],"genre_scores_gemma":[0.9991341,0.0000939668,0.0001326608,0.000005509809,0.000002223571,0.000003602071,0.0001120348,0.000009619841,0.0005063359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006926206,"threshold_uncertainty_score":0.01377177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01003205836457592,"score_gpt":0.2036082604037851,"score_spread":0.1935762020392091,"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."}}