{"id":"W2797509408","doi":"10.1149/2.0291806jes","title":"Microporous Layer Degradation in Polymer Electrolyte Membrane Fuel Cells","year":2018,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Western Economic Diversification Canada; Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; National Research Council Canada; Bundesministerium für Wirtschaft und Energie; University of Toronto; Canada Research Chairs; University of Saskatchewan; Canadian Light Source; Alexander von Humboldt-Stiftung","keywords":"Microporous material; Electrolyte; Proton exchange membrane fuel cell; Corrosion; Chemical engineering; Degradation (telecommunications); Materials science; Electrochemistry; Polymer; Chemistry; Composite material; Electrode; Fuel cells","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":[0.0002704781,0.0003077073,0.0003585359,0.0003045854,0.0002684557,0.0003780602,0.0003184701,0.0005677062,0.0005207778],"category_scores_gemma":[0.0004351686,0.000179846,0.0002455001,0.0001470239,0.0003146005,0.0007378138,0.00020728,0.0003835749,0.0002075462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000755487,"about_ca_system_score_gemma":0.0002218464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001824647,"about_ca_topic_score_gemma":0.001640567,"domain_scores_codex":[0.9997039,0.00001983935,0.00001591949,0.00006430807,0.0001404755,0.00005537266],"domain_scores_gemma":[0.9998043,0.00004840495,0.00004928458,0.00001066673,0.00007497083,0.00001234968],"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":[0.0000504593,0.00001210319,0.0006104299,0.00007712204,0.000009819725,0.00009833543,0.00004048043,0.0005002203,0.9946766,0.0000609314,0.00004199388,0.003821421],"study_design_scores_gemma":[0.000001198835,0.00004823213,0.0007977467,0.000002524675,0.00000378336,0.00006045236,0.00001790155,0.001888586,0.9967272,0.0000271343,0.0004218949,0.000003386395],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878395,0.003866084,0.006924453,0.0001153657,0.00002594544,0.00002786217,0.000186384,0.0001502485,0.0008642632],"genre_scores_gemma":[0.9967785,0.0007663362,0.001631709,0.00003190149,0.000006493633,0.000009190668,0.00008207584,0.00001581205,0.0006778903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001824647,"threshold_uncertainty_score":0.005481482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004499243217523944,"score_gpt":0.191978300194182,"score_spread":0.187479056976658,"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."}}