{"id":"W1984563449","doi":"10.1149/2.083308jes","title":"The Impact of Potential Cycling on PEMFC Durability","year":2013,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada)","funders":"","keywords":"Cycling; Degradation (telecommunications); Durability; Proton exchange membrane fuel cell; Materials science; Voltage; Deposition (geology); Membrane; Automotive industry; Environmental science; Chemical engineering; Chemistry; Composite material; Thermodynamics; Electrical engineering; Physics; Engineering; Biology","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":[0.0002642354,0.00009810987,0.0001744631,0.000005070946,0.00008002899,0.00003239863,0.0002781895,0.000112966,0.00005725829],"category_scores_gemma":[0.0000560632,0.00004181021,0.0006898307,0.00007933471,0.00006429719,0.00004838236,0.00002539071,0.0004633554,0.000004050641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380833,"about_ca_system_score_gemma":0.00002679588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007433604,"about_ca_topic_score_gemma":5.67849e-8,"domain_scores_codex":[0.9991815,0.00002829919,0.0003447426,0.00004749609,0.0001883594,0.000209621],"domain_scores_gemma":[0.9994673,0.00009983671,0.0001509839,0.0001427876,0.0000868243,0.00005228717],"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":[0.000017299,0.00002425089,0.00004783775,0.00002795806,0.0001731938,1.257125e-7,0.00005660975,0.002558835,0.9930966,0.000002646992,0.003925154,0.0000694684],"study_design_scores_gemma":[0.0003541634,0.0001314202,0.001905422,0.00004496842,0.00004502771,0.00003722321,0.00003460939,0.01008868,0.9836216,0.003494136,0.0001426788,0.0001000523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978603,0.0008459341,0.0001308145,0.000358912,0.0003454194,0.00007735099,7.82203e-7,0.00001176304,0.000368716],"genre_scores_gemma":[0.9986919,0.0008103485,0.000215428,0.00001632422,0.0002218428,9.774691e-7,1.946311e-7,0.00001214454,0.00003085403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009475001,"threshold_uncertainty_score":0.2013074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00317843942380133,"score_gpt":0.2041662484340642,"score_spread":0.2009878090102629,"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."}}