{"id":"W2338618494","doi":"10.1149/ma2014-02/21/1083","title":"The Impacts of Cathode Catalyst Layer Morphology on PEMFC Design","year":2014,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durability; Proton exchange membrane fuel cell; Operating temperature; Materials science; Electrolyte; Ionomer; Cathode; Porosity; Chemical engineering; Process engineering; Composite material; Engineering; Chemistry; Polymer; Electrical engineering; Fuel cells","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000630348,0.0003898615,0.0003604747,0.0003588892,0.0002352825,0.001211059,0.0006035368,0.0005562726,0.00173487],"category_scores_gemma":[0.00112363,0.0002551008,0.0002925427,0.0003519826,0.0001829281,0.0005452304,0.0002457635,0.0003095478,0.0006678266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007691138,"about_ca_system_score_gemma":0.0001817776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255816,"about_ca_topic_score_gemma":0.001761459,"domain_scores_codex":[0.9995623,0.00004803403,0.00003213867,0.00007722368,0.0002280137,0.0000522122],"domain_scores_gemma":[0.9995448,0.0001590842,0.0001011804,0.00002665181,0.000145028,0.0000232229],"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":[0.0005235707,0.0001901129,0.0076065,0.000848058,0.00005928068,0.0004363333,0.0001236712,0.03022939,0.9083584,0.0005087092,0.0008524939,0.05026362],"study_design_scores_gemma":[0.0000152865,0.0007831145,0.01366309,0.00006529499,0.00005187557,0.0003330942,0.00009627242,0.01329557,0.9662546,0.0001830866,0.005233462,0.0000252304],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726608,0.009265415,0.007691605,0.000287381,0.00006684825,0.00008753799,0.0007985162,0.0002213574,0.00892053],"genre_scores_gemma":[0.9899105,0.002808954,0.005204707,0.00004361772,0.00001308352,0.00002886146,0.0002482377,0.00005827246,0.001683694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00173487,"threshold_uncertainty_score":0.005803764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01523298448339421,"score_gpt":0.2243029895805689,"score_spread":0.2090700050971746,"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."}}