{"id":"W4386822887","doi":"10.1149/1945-7111/acfac2","title":"Adaptation of a PEMFC Reference Electrode to PEMWE: Possibilities and Limitations","year":2023,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Anode; Cathode; Electrode; Proton exchange membrane fuel cell; Electrochemistry; Kinetic energy; Work (physics); Electrolysis; Standard electrode potential; Electrical impedance; Reference electrode; Materials science; Current (fluid); Membrane; Chemistry; Analytical Chemistry (journal); Electrolyte; Thermodynamics; Electrical engineering; Physics; Chromatography; Physical 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":[0.007469066,0.0006360327,0.00114502,0.0006704655,0.0004314398,0.001434646,0.005986473,0.002087745,0.001689386],"category_scores_gemma":[0.01361854,0.000538387,0.0005453174,0.001111949,0.000615539,0.00241369,0.001189639,0.001095642,0.001553245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005081366,"about_ca_system_score_gemma":0.0004688735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002993661,"about_ca_topic_score_gemma":0.003547956,"domain_scores_codex":[0.9934849,0.001950797,0.0005676629,0.001115422,0.002550754,0.0003304259],"domain_scores_gemma":[0.9933013,0.002273584,0.0002501351,0.00170348,0.00239114,0.000080457],"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":[0.0006402562,0.0002057803,0.005873554,0.003500374,0.0001833314,0.000980156,0.0006890066,0.003902059,0.5917082,0.005915422,0.004283812,0.382118],"study_design_scores_gemma":[0.00002303891,0.0006868399,0.004949967,0.0002239815,0.0001152605,0.002427192,0.0005209578,0.02134452,0.9042063,0.002441642,0.06295743,0.000102841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2723733,0.03871034,0.659605,0.004999776,0.002210774,0.0008077005,0.001343515,0.003974828,0.01597477],"genre_scores_gemma":[0.6872594,0.008633458,0.2913792,0.001198559,0.0002893086,0.0006467749,0.001149146,0.000425532,0.009018712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007469066,"threshold_uncertainty_score":0.03950071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019661105320259,"score_gpt":0.2218081849947315,"score_spread":0.2016115739415289,"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."}}