{"id":"W2912654866","doi":"10.1149/ma2018-02/41/1353","title":"An Open-Source Multiscale Transient Model for Numerical Characterization of Proton Exchange Membrane Fuel Cells","year":2018,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Proton exchange membrane fuel cell; Mechanics; Transport phenomena; Mass transfer; Materials science; Heat transfer; Diffusion; Work (physics); Chemistry; Chemical engineering; Thermodynamics; Fuel cells; Physics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003337366,0.0007853246,0.0008160893,0.0004590903,0.0005771875,0.0009235858,0.001871684,0.001997522,0.004820275],"category_scores_gemma":[0.001290242,0.0003438031,0.0009909557,0.0004490727,0.0005625659,0.0007070003,0.001090298,0.001246536,0.0008614837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008006243,"about_ca_system_score_gemma":0.0009144843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006396995,"about_ca_topic_score_gemma":0.003919946,"domain_scores_codex":[0.9998187,0.00003959077,0.00001153625,0.00003318015,0.00007380331,0.00002319255],"domain_scores_gemma":[0.9997013,0.0001200809,0.00003445504,0.00002819579,0.00008880628,0.00002711413],"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":[0.00002437388,0.00002666698,0.0002801698,0.00004357953,0.00001112888,0.00006065052,0.00002879426,0.9836454,0.002541174,0.007086438,0.0008745498,0.00537713],"study_design_scores_gemma":[0.000002250941,0.000003109723,0.0000228808,0.000002010378,0.000001277408,0.000004044009,0.000001449082,0.9988619,0.000145878,0.000423982,0.0005294743,0.000001692931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01758924,0.0004013695,0.9673303,0.0003216145,0.0001785349,0.0001233633,0.0007410273,0.001313384,0.01200116],"genre_scores_gemma":[0.7274709,0.0007916511,0.2534715,0.0003157236,0.0001864271,0.001335499,0.001792897,0.0006438605,0.01399144],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006396995,"threshold_uncertainty_score":0.01612544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682991642297458,"score_gpt":0.238417664022358,"score_spread":0.2215877475993834,"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."}}