{"id":"W2035182393","doi":"10.1007/s10008-013-2268-z","title":"Effects of ionomer coverage on agglomerate effectiveness in catalyst layers of polymer electrolyte fuel cells","year":2013,"lang":"en","type":"article","venue":"Journal of Solid State Electrochemistry","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); Simon Fraser University","funders":"Mitacs","keywords":"Agglomerate; Ionomer; Electrolyte; Catalysis; Chemical engineering; Polymer; Materials science; Oxygen; Cathode; Electrochemistry; Inorganic chemistry; Chemistry; Composite material; Electrode; Organic chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002286966,0.0002469786,0.0006654605,0.0001744131,0.00001416127,0.00001599769,0.0001897014,0.0001513346,0.00004452654],"category_scores_gemma":[0.00001874155,0.0002125637,0.0001566599,0.000236829,0.0000406807,0.0001323699,0.00001525899,0.0004240817,0.000009401745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325636,"about_ca_system_score_gemma":0.00006802564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001317297,"about_ca_topic_score_gemma":5.297334e-7,"domain_scores_codex":[0.9984899,0.00005585332,0.0007081571,0.0001320533,0.0002294743,0.0003845916],"domain_scores_gemma":[0.9990792,0.0001819676,0.0003668004,0.0001424567,0.0001246957,0.000104907],"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":[0.0002155444,0.0001184131,0.00003480937,0.003330135,0.000242037,0.00003544613,0.0001098078,0.01176346,0.9838982,0.000001080892,0.0001186783,0.0001323389],"study_design_scores_gemma":[0.001307208,0.0003021136,0.0003918426,0.0004020444,0.00004334379,0.00002524893,0.000008720483,0.0001982787,0.99696,0.0001525767,0.00002439142,0.0001842221],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934021,0.005294935,0.00007959683,0.000007291261,0.000216284,0.000167488,0.00001015475,0.00001297216,0.0008091455],"genre_scores_gemma":[0.9954885,0.004291154,0.00001881433,0.0000109865,0.00005545906,0.000008505992,0.000003627736,0.00004204768,0.00008088685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01306176,"threshold_uncertainty_score":0.8668095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001582772290472226,"score_gpt":0.1787531072688499,"score_spread":0.1771703349783777,"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."}}