{"id":"W2518815168","doi":"10.1149/ma2016-02/38/2627","title":"Ionomer Fibers-Decorated Polymer Electrolyte Membrane for Low Pt-Loaded Fuel Cells","year":2016,"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":"Ionomer; Chemical engineering; Electrolyte; Membrane; Materials science; Proton exchange membrane fuel cell; Electrospinning; Water transport; Polymer; Nanofiber; Catalysis; Composite material; Electrode; Chemistry; Water flow; 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":[0.00005877975,0.0003709493,0.0001677712,0.0001939554,0.0001417332,0.000250989,0.0003499038,0.0004787977,0.0006570294],"category_scores_gemma":[0.00008400845,0.0001193291,0.0002723991,0.000146505,0.00014009,0.0004231086,0.0002809871,0.0003483116,0.0003880369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002610683,"about_ca_system_score_gemma":0.0001047022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003998957,"about_ca_topic_score_gemma":0.0007923934,"domain_scores_codex":[0.9999406,0.000002834249,0.000003312909,0.00001779325,0.0000196954,0.00001575829],"domain_scores_gemma":[0.9999533,0.000005563849,0.00001514273,0.000005312486,0.00001050491,0.00001017907],"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":[0.00002085116,0.00001077462,0.00007383544,0.00005080276,0.000003931955,0.00007194553,0.00000889882,0.0001842178,0.9970662,0.0001066793,0.00005944754,0.002342519],"study_design_scores_gemma":[0.000003696733,0.00006656897,0.0005023596,0.000003654369,0.000006154612,0.0001124555,0.000007619272,0.001378567,0.996154,0.00002218512,0.001737271,0.000005425028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714068,0.003207622,0.02008654,0.000162906,0.0001067667,0.00004530965,0.000382156,0.0005296995,0.004072092],"genre_scores_gemma":[0.9848865,0.00141677,0.0113512,0.00004986669,0.00001951579,0.00002889376,0.0001510471,0.00003877848,0.002057622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006570294,"threshold_uncertainty_score":0.002197981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00732354582718201,"score_gpt":0.1932839599633327,"score_spread":0.1859604141361507,"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."}}