{"id":"W2253444344","doi":"10.1149/ma2014-02/21/1131","title":"Designing Partially Coated Ultrathin Hydrophobic Silica Layer for Highly Conductive and Durable Carbon Nanofiber as Cathode Carbon Support in Polymer Electrolyte Fuel Cells","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":"Kootenay Association for Science & Technology","funders":"","keywords":"Materials science; Corrosion; Cathode; Electrolyte; Carbon nanofiber; Chemical engineering; Carbon fibers; Electrochemistry; Polymer; Electrode; Composite material; Nanotechnology; Composite number; Carbon nanotube; 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":[0.0001138312,0.0005001216,0.0002186128,0.0002448948,0.0001827902,0.0002122167,0.0003583551,0.0006279124,0.0004974697],"category_scores_gemma":[0.0001793412,0.0001955369,0.0003142013,0.0001489347,0.0001836073,0.0004464373,0.0002182406,0.0003231837,0.0003673013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001959691,"about_ca_system_score_gemma":0.0001481159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005821821,"about_ca_topic_score_gemma":0.001494842,"domain_scores_codex":[0.9998876,0.000007753247,0.000009219967,0.00002988945,0.0000411723,0.00002451599],"domain_scores_gemma":[0.9999135,0.00001179818,0.00002323466,0.000006410772,0.00002637803,0.0000187279],"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":[0.00001329773,0.00001292634,0.00007168145,0.00007915866,0.000005385191,0.00008037456,0.00001748408,0.0001654369,0.9979852,0.00008889325,0.00003812059,0.001442008],"study_design_scores_gemma":[0.000007333946,0.0000958561,0.0005910152,0.000006122273,0.00001119235,0.0001122433,0.00001777723,0.001676277,0.995944,0.00003089765,0.001496302,0.00001092968],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736906,0.002786858,0.01978248,0.0001525683,0.0001080793,0.0001034907,0.0002133897,0.0002221046,0.002940496],"genre_scores_gemma":[0.9757562,0.001691742,0.02061327,0.00006560644,0.00002752934,0.00007175108,0.0001685248,0.00003481243,0.001570546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006279124,"threshold_uncertainty_score":0.001664162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008609616330522317,"score_gpt":0.2069041957302861,"score_spread":0.1982945793997638,"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."}}