{"id":"W2319842676","doi":"10.1149/1.2982032","title":"New Reference Electrode Approach for Fuel Cell Performance Evaluation","year":2008,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Electrode; Anode; Cathode; Reference electrode; Materials science; Membrane electrode assembly; Working electrode; Proton exchange membrane fuel cell; Platinum; Standard hydrogen electrode; Cathodic protection; Analytical Chemistry (journal); Platinum black; Palladium-hydrogen electrode; Standard electrode potential; Fuel cells; Optoelectronics; Chemical engineering; Chemistry; Catalysis; Electrochemistry; Chromatography","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":[0.00164517,0.001364528,0.001346106,0.001824828,0.0006668348,0.001595538,0.003574544,0.002100607,0.002614693],"category_scores_gemma":[0.002178546,0.0004171458,0.0004952477,0.001757126,0.0003860422,0.002241894,0.0008799466,0.001896375,0.00189778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006349183,"about_ca_system_score_gemma":0.0004529475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017175,"about_ca_topic_score_gemma":0.001778199,"domain_scores_codex":[0.9975878,0.000245158,0.0001341126,0.0005012824,0.00145227,0.00007936429],"domain_scores_gemma":[0.998576,0.0002140573,0.00005556459,0.0001713705,0.0009484692,0.00003437329],"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":[0.0001398715,0.0001164713,0.0004859198,0.0003459767,0.00006892137,0.0002246278,0.00009375013,0.0009693557,0.9412912,0.002251704,0.001387589,0.0526246],"study_design_scores_gemma":[0.00001293636,0.0002523983,0.0003779138,0.00001539029,0.00004431069,0.0003118977,0.00003510952,0.007847272,0.9806805,0.0005672104,0.009818033,0.0000369814],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1706609,0.02175121,0.779489,0.0007617708,0.00207601,0.0004200316,0.002688066,0.005495601,0.0166573],"genre_scores_gemma":[0.4637753,0.01514758,0.4976797,0.0007557287,0.0004475651,0.0007381702,0.004061834,0.0006248745,0.01676923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003574544,"threshold_uncertainty_score":0.008747041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02633928315031582,"score_gpt":0.2122572897706341,"score_spread":0.1859180066203182,"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."}}