{"id":"W4240817163","doi":"10.1149/ma2010-01/9/623","title":"PEM Fuel Cells Catalyst Layers: Microstructure and Mass Transport Properties","year":2010,"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":"Simon Fraser University","funders":"","keywords":"Microstructure; Materials science; Catalysis; Mass transport; Fuel cells; Proton exchange membrane fuel cell; Chemical engineering; Composite material; Chemistry; Engineering physics; Engineering; Organic 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":[0.0001212555,0.0001362142,0.0001492003,0.00024873,0.0001972253,0.0002995047,0.0001790181,0.000308941,0.002324353],"category_scores_gemma":[0.0003950905,0.0001238789,0.0001143097,0.0001857482,0.00009714615,0.0003282217,0.00007861244,0.0001622287,0.0003232253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002717051,"about_ca_system_score_gemma":0.0001137645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847056,"about_ca_topic_score_gemma":0.002973024,"domain_scores_codex":[0.9999577,0.000002791942,0.000003100388,0.000007570924,0.00002001031,0.000008849603],"domain_scores_gemma":[0.9999007,0.00001817626,0.00001240432,0.00001138149,0.00004738558,0.000009941039],"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":[0.0003178785,0.00003640657,0.001308585,0.00008089408,0.00001935062,0.00004990884,0.0000197934,0.0005518608,0.9933363,0.0001588787,0.0004529917,0.003667333],"study_design_scores_gemma":[0.00001580586,0.0001185617,0.01706257,0.000009895376,0.00003367563,0.00008455207,0.00002274733,0.002268209,0.9784857,0.00007477173,0.001818174,0.000005167024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916955,0.001545062,0.00172679,0.0001006603,0.00002549275,0.00002663591,0.001579926,0.00005254893,0.003247318],"genre_scores_gemma":[0.9953532,0.0004428354,0.0008891771,0.00001472706,0.000007177799,0.00001217488,0.0008733741,0.00001568654,0.00239173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002847056,"threshold_uncertainty_score":0.007775724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006167743335314748,"score_gpt":0.1746300010416936,"score_spread":0.1684622577063789,"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."}}