{"id":"W2263957872","doi":"10.1002/fuce.201500138","title":"Impact of Ionomer Content on Proton Exchange Membrane Fuel Cell Performance","year":2015,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Nafion; Ionomer; Proton exchange membrane fuel cell; Anode; Materials science; Cathodic protection; Electrode; Membrane electrode assembly; Polarization (electrochemistry); Cathode; Electrocatalyst; Chemical engineering; Composite material; Analytical Chemistry (journal); Fuel cells; Chemistry; Electrochemistry; Chromatography; Polymer; 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":[0.0003632308,0.0005038132,0.0004360381,0.0003109812,0.0002168166,0.0005235556,0.0004991721,0.0005645154,0.0007917843],"category_scores_gemma":[0.001039723,0.0002524627,0.0004007851,0.000283803,0.0002785837,0.0005457634,0.0002743621,0.0003580816,0.0001763832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004915208,"about_ca_system_score_gemma":0.0001874082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002502161,"about_ca_topic_score_gemma":0.002439437,"domain_scores_codex":[0.9996804,0.00004341839,0.00002692266,0.00008196134,0.0001173149,0.00005006919],"domain_scores_gemma":[0.9995541,0.0002338332,0.00005310393,0.00005885266,0.00009068587,0.000009430498],"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":[0.0007210385,0.0001217788,0.00485041,0.0002995034,0.00009234143,0.0002989358,0.00008116681,0.03813541,0.9464293,0.0001874761,0.0001229075,0.008659763],"study_design_scores_gemma":[0.000008319358,0.0002669948,0.003076767,0.00001086402,0.00004310233,0.00004304153,0.00003372262,0.02226218,0.9737868,0.00003112922,0.0004220048,0.00001518473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996514,0.0005100526,0.00188693,0.00003814391,0.00001429567,0.00001282901,0.0002048434,0.00007770781,0.0007412351],"genre_scores_gemma":[0.9992353,0.0001863118,0.0003830074,0.000008379564,0.000001037339,0.000005719523,0.0000483382,0.000006149557,0.0001258042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002502161,"threshold_uncertainty_score":0.00497514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03520884950419873,"score_gpt":0.2222987038285309,"score_spread":0.1870898543243321,"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."}}