{"id":"W2610352360","doi":"10.1149/ma2011-01/11/560","title":"Evidence of Differences in the Proton Conduction Mechanism in PEMFC Catalyst Layer and Bulk Membrane","year":2011,"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":"Queen's University","funders":"","keywords":"Proton exchange membrane fuel cell; Mechanism (biology); Thermal conduction; Layer (electronics); Proton; Materials science; Catalysis; Membrane; Chemical physics; Chemical engineering; Chemistry; Composite material; Physics; Nuclear physics; Engineering; Organic chemistry; Biochemistry","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":[0.000217611,0.0001511581,0.0001888707,0.0002221855,0.0002234234,0.0004053846,0.0003531257,0.0005733034,0.004606799],"category_scores_gemma":[0.0008236752,0.00009904009,0.0001948272,0.0002091374,0.000294,0.0004210526,0.0002097561,0.0003411604,0.0005266796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000175134,"about_ca_system_score_gemma":0.0001361006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000893015,"about_ca_topic_score_gemma":0.0004128369,"domain_scores_codex":[0.999871,0.00001034727,0.000008526464,0.00003330477,0.00004430925,0.00003236195],"domain_scores_gemma":[0.9995889,0.0001761184,0.00003190706,0.00006876667,0.0001020615,0.00003217663],"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":[0.0003623117,0.00002560353,0.0007808615,0.0000992436,0.00001753587,0.0001078766,0.00002396698,0.00006136255,0.995684,0.0002310079,0.00009482271,0.002511343],"study_design_scores_gemma":[0.00003041485,0.0002686405,0.02002416,0.00002041959,0.00004536492,0.0004432767,0.00008694822,0.0008615258,0.9759328,0.0003894865,0.001890337,0.000006686031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904335,0.001468013,0.00302507,0.0001228272,0.00004226154,0.00002335928,0.0006737126,0.00007407108,0.004137309],"genre_scores_gemma":[0.9969913,0.0003222734,0.0007078918,0.000038129,0.000007224921,0.00001265685,0.0004171948,0.00001675152,0.001486531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004606799,"threshold_uncertainty_score":0.01541132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05475526314826206,"score_gpt":0.2312614402850291,"score_spread":0.1765061771367671,"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."}}