{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005582276,0.0002911282,0.0003215199,0.0003458439,0.0003485526,0.0006525621,0.0003451894,0.0005451132,0.001798356],"category_scores_gemma":[0.002295519,0.0001467287,0.0002481106,0.0002723571,0.0002936846,0.0007276793,0.0003097668,0.0005025568,0.0003149024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005062437,"about_ca_system_score_gemma":0.0002586996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171721,"about_ca_topic_score_gemma":0.0008587746,"domain_scores_codex":[0.9995851,0.00004895638,0.00002294699,0.00006392299,0.0001948408,0.00008416625],"domain_scores_gemma":[0.9990337,0.0005480374,0.00007267583,0.00005428223,0.0002535644,0.00003783945],"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":[0.0009280151,0.0001244065,0.008375803,0.000454445,0.00004569306,0.0007053262,0.0002495003,0.009241937,0.9321225,0.0009334905,0.0005095286,0.04630927],"study_design_scores_gemma":[0.000008883306,0.0007258656,0.01384927,0.00002891705,0.0000301434,0.0003337318,0.0001720674,0.01744356,0.9642524,0.0005104363,0.002614537,0.00003030585],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912536,0.003043308,0.002353262,0.0001533013,0.00003675713,0.0000176043,0.0002170589,0.0000805851,0.002844544],"genre_scores_gemma":[0.9986456,0.0004418728,0.0002214307,0.00002883294,0.000006131193,0.000008275394,0.00007463185,0.00001076079,0.0005624336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001798356,"threshold_uncertainty_score":0.006016135,"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."}}