{"id":"W2041687533","doi":"10.1016/j.electacta.2009.04.073","title":"Modelling and simulations of carbon corrosion during operation of a Polymer Electrolyte Membrane fuel cell","year":2009,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ballard Power Systems (Canada); University of Victoria","funders":"Ballard Power Systems","keywords":"Electrolyte; Corrosion; Anode; Proton exchange membrane fuel cell; Carbon fibers; Electrochemistry; Thermal diffusivity; Chemical engineering; Chemistry; Membrane; Diffusion; Carbon steel; Materials science; Electrode; Composite material; Thermodynamics; Organic 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":[0.0003541949,0.000852624,0.001357422,0.0005580317,0.0008615851,0.001195205,0.001412878,0.003173161,0.00264402],"category_scores_gemma":[0.001879143,0.0006790497,0.000909688,0.0005976213,0.001219235,0.0007417211,0.0005169656,0.001240894,0.0002767317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607644,"about_ca_system_score_gemma":0.001305232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05710386,"about_ca_topic_score_gemma":0.02091531,"domain_scores_codex":[0.9998055,0.000034703,0.000009655589,0.00002946919,0.00005112865,0.00006957861],"domain_scores_gemma":[0.9989815,0.0006241134,0.00007395322,0.00005231486,0.0001850583,0.00008302272],"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":[0.0000676133,0.00003833117,0.0005161901,0.00001719706,0.000009675598,0.00007915062,0.00002480712,0.9972304,0.001034157,0.0003214889,0.0000949275,0.0005659803],"study_design_scores_gemma":[0.00001295553,0.00002647742,0.0002637649,0.000001637494,0.000003534921,0.000007299297,0.00001852438,0.9989464,0.0005275271,0.00008974655,0.00009723406,0.000005046089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759077,0.0003036415,0.008348263,0.0004937096,0.00008852752,0.00005302134,0.0004434334,0.00015277,0.01420887],"genre_scores_gemma":[0.9958259,0.00009315459,0.001378063,0.00003558658,0.000009679504,0.00002527976,0.0001523275,0.00002925074,0.002450701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05710386,"threshold_uncertainty_score":0.113543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004030826118073387,"score_gpt":0.1766906574924417,"score_spread":0.1726598313743683,"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."}}