{"id":"W2074246885","doi":"10.1149/06403.0655ecst","title":"OpenFCST: An Open-Source Mathematical Modelling Software for Polymer Electrolyte Fuel Cells","year":2014,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Agglomerate; Electrolyte; Materials science; Cathode; Gaseous diffusion; Diffusion; Computer science; Simulation; Electrode; Chemical engineering; Fuel cells; Composite material; Chemistry; Thermodynamics; Engineering; Physics; Electrical 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":[0.0007837427,0.00151837,0.001138116,0.001097729,0.00061853,0.001433327,0.002837779,0.001959609,0.03791236],"category_scores_gemma":[0.001811462,0.0008522162,0.002240069,0.000848863,0.0003992356,0.001652392,0.001531763,0.002187626,0.009142991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008535315,"about_ca_system_score_gemma":0.001954134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004017728,"about_ca_topic_score_gemma":0.003291893,"domain_scores_codex":[0.9995314,0.0000617887,0.00004745068,0.00005926998,0.0002373326,0.00006278944],"domain_scores_gemma":[0.9992747,0.0003120698,0.00005930123,0.00007609579,0.0002330031,0.00004482233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002003744,0.0002182542,0.001472216,0.001728361,0.0002226512,0.0005387042,0.0002814932,0.6777831,0.02525246,0.05166808,0.09908559,0.1415487],"study_design_scores_gemma":[0.0001181385,0.00003087746,0.0002955197,0.00009118057,0.00002602853,0.0001995198,0.00002122232,0.8695138,0.01103383,0.009681761,0.1089281,0.0000600686],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.005298738,0.0003238014,0.9327235,0.0002428074,0.0002135815,0.0001400237,0.008304726,0.0430546,0.009698293],"genre_scores_gemma":[0.1294991,0.002286861,0.7582632,0.0005962346,0.0001962333,0.002503826,0.03809728,0.03292236,0.0356349],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03791236,"threshold_uncertainty_score":0.1268295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01431820670256667,"score_gpt":0.220480569239951,"score_spread":0.2061623625373843,"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."}}