{"id":"W2326439773","doi":"10.1149/1.2781016","title":"Modelling of Carbon Corrosion in a PEMFC caused by Local Fuel Starvation","year":2007,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Mitacs; Ballard Power Systems","keywords":"Electrolyte; Corrosion; Proton exchange membrane fuel cell; Cathodic protection; Carbon fibers; Materials science; Conductivity; Kinetics; Permeability (electromagnetism); Carbon steel; Chemistry; Chemical engineering; Catalysis; Inorganic chemistry; Metallurgy; Composite material; Membrane; Electrode; Electrochemistry; Organic chemistry; Composite number; Physical chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002121799,0.0006822213,0.0008098458,0.0003393225,0.0007294345,0.0007860628,0.001173927,0.00246873,0.001436766],"category_scores_gemma":[0.0008216743,0.0004411392,0.0006604427,0.0003701245,0.0009420405,0.000590693,0.000464567,0.0007380114,0.0001775221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590977,"about_ca_system_score_gemma":0.0011402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0413262,"about_ca_topic_score_gemma":0.01187084,"domain_scores_codex":[0.9998821,0.00002449788,0.000005026242,0.00002411897,0.00003106986,0.00003318535],"domain_scores_gemma":[0.9997312,0.000131324,0.00002763648,0.00001703007,0.00005846732,0.00003427385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003345948,0.00001221685,0.0003381384,0.00001722127,0.00000608215,0.0001040717,0.00001692476,0.9962236,0.002294757,0.0004285241,0.0001175657,0.0004074402],"study_design_scores_gemma":[0.000006183975,0.00001480941,0.0001759635,0.000001649559,0.000002951784,0.00001191871,0.000005770039,0.9990079,0.0005947048,0.00008869857,0.00008493601,0.000004593042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158747,0.0008828672,0.05892713,0.0007542272,0.000140898,0.0001090688,0.0008328192,0.0005795735,0.02189859],"genre_scores_gemma":[0.9930186,0.0002208448,0.002679909,0.00004727706,0.00001443375,0.00005574303,0.0001159011,0.00003385477,0.003813422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0413262,"threshold_uncertainty_score":0.08217132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147780511738967,"score_gpt":0.1942646955456482,"score_spread":0.1827868904282586,"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."}}