{"id":"W4406323710","doi":"10.1016/j.corsci.2025.112707","title":"Development of novel Nb and Ta multilayer coatings for corrosion protection of Ti-based bipolar plates for proton exchange membrane fuel cells","year":2025,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Research Chairs","keywords":"Corrosion; Proton exchange membrane fuel cell; Materials science; Proton; Membrane; Fuel cells; Metallurgy; Composite material; Chemical engineering; Chemistry; Engineering","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":[0.000129062,0.0004219261,0.000189408,0.0002902679,0.0001423329,0.0002925609,0.0003232592,0.000315378,0.0004761515],"category_scores_gemma":[0.000223375,0.0002384532,0.0003245574,0.0001285284,0.00008690179,0.0002823351,0.0001753412,0.0003277483,0.0002247045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002722994,"about_ca_system_score_gemma":0.0002211088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002343158,"about_ca_topic_score_gemma":0.003772975,"domain_scores_codex":[0.9999089,0.000004759087,0.000005063602,0.00001446844,0.00004797907,0.00001884511],"domain_scores_gemma":[0.999913,0.000005628939,0.00001999515,0.000006685875,0.00004019789,0.00001450884],"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":[0.000009189404,0.000004778498,0.00005810808,0.00002746164,0.000004307685,0.00001471461,0.000004789777,0.0001065889,0.9984548,0.00002609983,0.0000290209,0.001260245],"study_design_scores_gemma":[0.00000568322,0.0001309202,0.001164169,0.000006327599,0.00001848821,0.00008096461,0.00001249248,0.002353942,0.9947581,0.00001072163,0.001452719,0.000005428022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739216,0.002784178,0.0184187,0.0001148774,0.0001282001,0.00009338943,0.0002191712,0.000204854,0.004115094],"genre_scores_gemma":[0.969074,0.001846486,0.02614268,0.000044011,0.0000147999,0.00004268952,0.00017089,0.00003808198,0.002626238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002343158,"threshold_uncertainty_score":0.004659057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02686124119021409,"score_gpt":0.2570066516366422,"score_spread":0.2301454104464281,"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."}}