{"id":"W2562926016","doi":"10.1016/j.apenergy.2016.12.083","title":"System integration, durability and reliability of fuel cells: Challenges and solutions","year":2016,"lang":"en","type":"article","venue":"Applied Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":182,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Stack (abstract data type); Scaling; Durability; Reliability (semiconductor); Operating temperature; Flow (mathematics); Process (computing); Pressure drop; Computer science; Proton exchange membrane fuel cell; Fuel cells; Automotive engineering; Mechanical engineering; Process engineering; Simulation; Engineering; Electrical engineering; Mechanics; Operating system; Physics","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":[0.001989785,0.0005381695,0.001067144,0.0006224506,0.0009032945,0.003367211,0.001604964,0.002473688,0.003019498],"category_scores_gemma":[0.002156244,0.0004835353,0.0003565141,0.0006811042,0.001022267,0.004101723,0.001629749,0.001695292,0.001002598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088395,"about_ca_system_score_gemma":0.001630325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001262067,"about_ca_topic_score_gemma":0.001558705,"domain_scores_codex":[0.9991131,0.0001008423,0.00004164414,0.0001181402,0.0004802594,0.0001459104],"domain_scores_gemma":[0.9985892,0.0003369036,0.0001568797,0.0001207326,0.0006852616,0.0001109357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000573375,0.0008240914,0.01101807,0.003446848,0.0001814214,0.0005857917,0.0006543785,0.04774266,0.1766693,0.08520675,0.01783654,0.6552607],"study_design_scores_gemma":[0.0001214379,0.002546037,0.01482083,0.001085751,0.0004059779,0.003604498,0.003411386,0.2217561,0.3178531,0.1933133,0.2407775,0.0003041484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3784482,0.3491146,0.1815466,0.03654039,0.002449688,0.0001398513,0.0005341951,0.001236333,0.04999008],"genre_scores_gemma":[0.905531,0.05755948,0.02708208,0.0006531024,0.001052204,0.00009294968,0.0003200487,0.0001435198,0.00756577],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003367211,"threshold_uncertainty_score":0.01052308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008666113022317451,"score_gpt":0.1683422510925478,"score_spread":0.1596761380702304,"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."}}