{"id":"W4404845477","doi":"10.1016/j.ijhydene.2024.11.373","title":"Investigation of Cr2SiC Ceramic MAX Phase Coated Metallic Bipolar Plates in Ex-situ Conditions for Proton Exchange Membrane Fuel Cells","year":2024,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"MXene and MAX Phase Materials","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; University of Waterloo","funders":"FedDev Ontario; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Proton exchange membrane fuel cell; Materials science; Ceramic; Membrane; Metal; Fuel cells; Composite material; Proton; Chemical engineering; Chemistry; Metallurgy; Nuclear physics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006413786,0.000162251,0.0003325444,0.0005821434,0.00002586203,0.0001112653,0.0003860648,0.00008084773,0.0007389305],"category_scores_gemma":[0.00004783313,0.0001414847,0.0001539662,0.0001695869,0.00008664907,0.0005286654,0.00004984324,0.00007131443,0.00001595807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043063,"about_ca_system_score_gemma":0.0001777111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001781802,"about_ca_topic_score_gemma":0.00006076021,"domain_scores_codex":[0.9982306,0.0001108582,0.0008497809,0.0001986057,0.0004256372,0.0001844595],"domain_scores_gemma":[0.9989088,0.0001402755,0.0004285182,0.0001081374,0.000327344,0.00008699415],"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":[0.0001833744,0.0001087954,0.000008051217,0.0001852027,0.0001314522,0.00009524563,0.000270828,0.0003377709,0.9957794,0.002361754,0.0002891261,0.0002490322],"study_design_scores_gemma":[0.001453064,0.000224124,0.000004842437,0.0002477128,0.00006434986,0.0001199913,0.00002238109,0.001188894,0.9694006,0.006584069,0.02056104,0.0001289158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951459,0.001969822,0.0005197365,0.0003061988,0.001325566,0.00024142,0.0003961594,0.00002461688,0.0000705582],"genre_scores_gemma":[0.9983004,0.0005138945,0.0003500716,0.0001289331,0.0003282224,0.00006153146,0.0001398856,0.0000264795,0.0001505647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02637875,"threshold_uncertainty_score":0.8090771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926865974848895,"score_gpt":0.3004809442880056,"score_spread":0.2712122845395167,"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."}}