{"id":"W4389541158","doi":"10.17118/11143/20844","title":"Bipolar plate design of low temperature fuel cells by the assistance ofcomputational fluid dynamics","year":2023,"lang":"en","type":"article","venue":"","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computational fluid dynamics; Dynamics (music); Fuel cells; Computer science; Materials science; Mechanics; Nuclear engineering; Environmental science; Engineering; Physics; Chemical engineering; Acoustics","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":[0.0001160187,0.0005111945,0.0003094548,0.0002314211,0.000272891,0.0005132821,0.0005924866,0.0004860552,0.00314163],"category_scores_gemma":[0.0002032907,0.000225669,0.0003899227,0.0001833851,0.0002204325,0.0002387576,0.0002053115,0.0003859521,0.0006731382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004247763,"about_ca_system_score_gemma":0.0004846331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00182516,"about_ca_topic_score_gemma":0.001962649,"domain_scores_codex":[0.9999454,0.0000105663,0.000001658919,0.000008926066,0.00002613934,0.000007385981],"domain_scores_gemma":[0.9999493,0.00001061412,0.00000951173,0.000005143761,0.00001986302,0.000005402957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001186259,0.0000533314,0.00109554,0.0003098042,0.00003139943,0.0001587636,0.00004304824,0.8652778,0.07096886,0.02006885,0.002743028,0.03913094],"study_design_scores_gemma":[0.00003363084,0.00008863125,0.0003382227,0.0000165378,0.00001331437,0.00005903652,0.00001387766,0.9766647,0.012076,0.002676308,0.00800512,0.0000146096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1216071,0.002462585,0.825841,0.0004870651,0.0004822531,0.0002299134,0.0006848113,0.000979256,0.04722604],"genre_scores_gemma":[0.7034723,0.001649265,0.2833757,0.00009868337,0.00005834653,0.0003254678,0.0003979061,0.0001126813,0.01050962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00314163,"threshold_uncertainty_score":0.01050985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005391559110455584,"score_gpt":0.1805719476740628,"score_spread":0.1751803885636072,"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."}}