{"id":"W2029301000","doi":"10.4028/www.scientific.net/msf.539-543.1397","title":"A Mathematical Model of Ultra-Thin Catalyst Layer in PEFC","year":2007,"lang":"en","type":"article","venue":"Materials science forum","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Catalysis; Mesoscopic physics; Materials science; Nernst equation; Layer (electronics); Polarization (electrochemistry); Thin film; Thin layer; Current (fluid); Chemical engineering; Nanotechnology; Thermodynamics; Physical chemistry; Condensed matter physics; Physics; Organic chemistry; Chemistry; Engineering","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":[0.0005309512,0.0006479087,0.0006635067,0.000687379,0.0006897207,0.00127589,0.002174939,0.002194674,0.003303488],"category_scores_gemma":[0.001006609,0.0004855275,0.0009046058,0.0007362366,0.001038996,0.00251504,0.0009415581,0.001667038,0.001066394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339117,"about_ca_system_score_gemma":0.0008628231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003854239,"about_ca_topic_score_gemma":0.001724285,"domain_scores_codex":[0.9997664,0.00004361512,0.00001281706,0.0000502912,0.0000924413,0.00003430861],"domain_scores_gemma":[0.999726,0.000112458,0.0000428844,0.00002558513,0.00007391057,0.00001911758],"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":[0.00002426699,0.00004040761,0.0002805946,0.0002233993,0.00002340965,0.0003594699,0.0001592952,0.6078607,0.0150596,0.3669479,0.001723881,0.007297031],"study_design_scores_gemma":[0.000007563313,0.0000276721,0.0001249133,0.00002168539,0.00001114141,0.0001314846,0.00001924283,0.9530743,0.001542622,0.03977747,0.005239257,0.00002259761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0256016,0.003066062,0.9351564,0.001430092,0.0002415196,0.0001051992,0.0005208342,0.0002322345,0.03364606],"genre_scores_gemma":[0.7333189,0.007856408,0.1709324,0.000901417,0.0002682919,0.001067091,0.000713484,0.000284316,0.08465765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003854239,"threshold_uncertainty_score":0.0110513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319179757056084,"score_gpt":0.2315316969921297,"score_spread":0.2183398994215689,"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."}}