{"id":"W2152877984","doi":"10.1115/1.4003977","title":"Accelerated Lifetime Testing for Proton Exchange Membrane Fuel Cells Using Extremely High Temperature and Unusually High Load","year":2011,"lang":"en","type":"article","venue":"Journal of Fuel Cell Science and Technology","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council","funders":"","keywords":"Proton exchange membrane fuel cell; Nafion; Materials science; Membrane; Fuel cells; Nuclear engineering; Chemical engineering; Chemistry; Electrochemistry; Electrode; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007534344,0.0002156272,0.0003677578,0.0004949876,0.0001675761,0.0001096293,0.0003243682,0.0003415972,0.00003194711],"category_scores_gemma":[0.00009119498,0.0001650521,0.00002590638,0.0008877161,0.0003831689,0.000395178,0.00009226547,0.0003268328,0.000001662568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007689375,"about_ca_system_score_gemma":0.0001853052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002682127,"about_ca_topic_score_gemma":0.00000224331,"domain_scores_codex":[0.9986195,0.00001297409,0.0004364648,0.0002458875,0.0002592047,0.0004259787],"domain_scores_gemma":[0.9988045,0.00004077399,0.0002316668,0.0001483872,0.0006412077,0.0001335352],"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":[0.00003063303,0.00003679203,0.00006734202,0.001494051,0.00001627126,0.00004322851,0.0002011634,0.000132136,0.9972539,0.00002090263,0.00005196296,0.0006516057],"study_design_scores_gemma":[0.001081125,0.0006607104,0.00008622331,0.0001749724,0.00006497541,0.0002970515,0.0001479645,0.002097779,0.9919866,0.001684007,0.001430806,0.0002878289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98886,0.008552703,0.00002258045,0.00009564038,0.000676405,0.000464341,0.000007251047,0.0001051291,0.001216014],"genre_scores_gemma":[0.9824308,0.003123148,0.01421681,0.00002834766,0.0001027473,0.000009578074,3.750094e-7,0.00002844839,0.00005980656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01419423,"threshold_uncertainty_score":0.6730629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02715207160801146,"score_gpt":0.2191943543365935,"score_spread":0.192042282728582,"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."}}