{"id":"W2336328736","doi":"10.1149/ma2014-02/21/1087","title":"Modulated Ionomer Distribution for High Performance PEMFC","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":"Ionomer; Proton exchange membrane fuel cell; Materials science; Catalysis; Chemical engineering; Electrochemistry; Membrane electrode assembly; Electrical conductor; Cathode; Platinum; Nanotechnology; Composite material; Chemistry; Electrolyte; Electrode; Polymer; Electrical engineering; 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":[0.0001123084,0.0002946204,0.0001820547,0.0002191314,0.0001839327,0.0004655999,0.0003899192,0.000297163,0.002269059],"category_scores_gemma":[0.0002247211,0.0001261187,0.0001502701,0.0002849645,0.0001711369,0.0005282406,0.0003263119,0.000412277,0.0009680346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000650147,"about_ca_system_score_gemma":0.0001726104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009568171,"about_ca_topic_score_gemma":0.001415886,"domain_scores_codex":[0.9999084,0.000007260379,0.000004345106,0.00002676234,0.00003202086,0.00002112683],"domain_scores_gemma":[0.9999433,0.000008571358,0.00001477168,0.000006520367,0.00001572395,0.00001107913],"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":[0.0001761983,0.00005837408,0.0001607634,0.0002188403,0.00001194368,0.00008385179,0.00004904343,0.002293084,0.9673842,0.002106345,0.001320286,0.026137],"study_design_scores_gemma":[0.00003184577,0.0001465181,0.0005507984,0.00001778994,0.00001973822,0.0000904163,0.00002339179,0.01069516,0.9577374,0.000313474,0.03035126,0.00002216146],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7735253,0.01754572,0.1524935,0.001314299,0.0004753787,0.0002368272,0.001144487,0.002934095,0.05033035],"genre_scores_gemma":[0.9781079,0.002785552,0.01377977,0.0001815196,0.0000570511,0.00007970499,0.0002530135,0.00016703,0.004588598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002269059,"threshold_uncertainty_score":0.007590771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006490034828558539,"score_gpt":0.1852749163637998,"score_spread":0.1787848815352412,"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."}}