{"id":"W3094131349","doi":"10.3390/membranes10110301","title":"Effects of 1, 2, 4-Triazole Additive on PEM Fuel Cell Conditioning","year":2020,"lang":"en","type":"article","venue":"Membranes","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Office of Energy Research and Development; Natural Resources Canada; National Research Council Canada","keywords":"Proton exchange membrane fuel cell; Membrane; Chemical engineering; Dielectric spectroscopy; Cyclic voltammetry; Materials science; Electrolyte; Conditioning; Chemistry; Electrochemistry; Electrode","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001871867,0.0003763594,0.0003693434,0.0002423056,0.0002637687,0.0003927314,0.0002828422,0.000519812,0.001362183],"category_scores_gemma":[0.0007605945,0.0001567042,0.0002473479,0.0003046273,0.0002532138,0.0004079476,0.0001964941,0.0005581974,0.0001934382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002748215,"about_ca_system_score_gemma":0.0002379631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002248747,"about_ca_topic_score_gemma":0.003280813,"domain_scores_codex":[0.9996943,0.00003599263,0.00002623709,0.00006392529,0.0001246857,0.00005494552],"domain_scores_gemma":[0.9995936,0.0001344819,0.00007433712,0.00003264742,0.0001401448,0.00002482657],"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":[0.0001333106,0.00002193601,0.0003150804,0.0001150883,0.00001075502,0.00009522643,0.00004616246,0.0001735957,0.9963861,0.00002511955,0.00003482067,0.002642914],"study_design_scores_gemma":[0.000001429422,0.00010507,0.001131559,0.000005005958,0.00001466755,0.00003889585,0.00002110222,0.000296817,0.9980165,0.000004895119,0.0003609421,0.00000322622],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951854,0.002452969,0.001148368,0.00007688018,0.00004265804,0.00002330857,0.0001524991,0.00005817533,0.0008597523],"genre_scores_gemma":[0.9961001,0.001467393,0.001473056,0.00005935863,0.000009828752,0.00001438207,0.00009279325,0.000018189,0.0007648742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002248747,"threshold_uncertainty_score":0.004556954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004653104731173895,"score_gpt":0.1709436474510673,"score_spread":0.1662905427198934,"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."}}