{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007793032,0.00009502477,0.00009273008,0.00004383303,0.0001150062,0.00001116963,0.0000609048,0.0000952449,0.0002576334],"category_scores_gemma":[9.745693e-7,0.00009151497,0.00003992225,0.00009480179,0.000009482379,0.0001120578,6.056499e-7,0.0001106279,0.00003379453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004293892,"about_ca_system_score_gemma":0.00004756731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000100605,"about_ca_topic_score_gemma":0.000002191009,"domain_scores_codex":[0.9994688,0.000008376947,0.0001315098,0.0001137478,0.0001049856,0.0001726034],"domain_scores_gemma":[0.9997749,0.00001151765,0.00001359891,0.0001135291,0.00003549082,0.00005090699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001629725,0.00003794225,0.000003121153,0.0005698331,0.00002836994,1.925295e-7,0.0003460094,0.9698411,0.02569957,0.000004047251,0.001652048,0.001801427],"study_design_scores_gemma":[0.001246597,0.0001051213,0.0001857484,0.00001236768,0.0001260264,0.00002538791,0.0000266408,0.8182766,0.1362247,0.00009822808,0.04333963,0.0003329452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07835194,0.006108711,0.7072393,0.00003533027,0.0009615053,0.0009354652,0.00003215235,0.0005457808,0.2057898],"genre_scores_gemma":[0.9779804,0.005080035,0.01497175,0.000005462037,0.00007602777,0.00008257572,0.00003716746,0.00002550321,0.001741066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8996285,"threshold_uncertainty_score":0.3731872,"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."}}