{"id":"W2139213936","doi":"10.1149/2.061304jes","title":"A Semi-Empirical Two Step Carbon Corrosion Reaction Model in PEM Fuel Cells","year":2013,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada)","funders":"U.S. Department of Energy","keywords":"Corrosion; Proton exchange membrane fuel cell; Carbon fibers; Chemistry; Platinum; Electrolyte; Catalysis; Carbon monoxide; Inorganic chemistry; Dissolution; Materials science; Chemical engineering; Electrode; Composite material; Organic chemistry; Composite number; Physical chemistry","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":[0.0009137605,0.001146839,0.001241724,0.0006122242,0.000378848,0.0008005465,0.003060292,0.003184952,0.002535267],"category_scores_gemma":[0.002403046,0.0007628811,0.001246853,0.0005153482,0.0006561911,0.001297798,0.0005664668,0.001415226,0.001003446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009618166,"about_ca_system_score_gemma":0.0005667012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008964151,"about_ca_topic_score_gemma":0.004180789,"domain_scores_codex":[0.9995869,0.0001143506,0.0000259404,0.00009787685,0.0001181073,0.00005685249],"domain_scores_gemma":[0.9990863,0.0005575992,0.00008320987,0.00004848735,0.0001957765,0.00002863855],"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":[0.00008011291,0.00005506689,0.0004703108,0.0001631936,0.00004041656,0.000248255,0.00006969583,0.9850235,0.004320445,0.005511224,0.0003727578,0.003644995],"study_design_scores_gemma":[0.000005509568,0.00001930466,0.000114017,0.000003150892,0.000005547397,0.00002538758,0.000005091234,0.9987971,0.0002972252,0.0005049211,0.0002170427,0.000005788369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.339851,0.004680061,0.6190123,0.001447715,0.0003303768,0.0005948791,0.001563785,0.001103805,0.03141602],"genre_scores_gemma":[0.9618759,0.001369458,0.01608379,0.0001168858,0.00005137523,0.0004572069,0.0003489886,0.00008304985,0.01961335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008964151,"threshold_uncertainty_score":0.01782393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006700321763193251,"score_gpt":0.2115800215699988,"score_spread":0.2048796998068056,"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."}}