{"id":"W2011839379","doi":"10.1149/1.2266236","title":"Steady and Unsteady Modeling of Single PEMFC with Detailed Thermoelectrochemical Model","year":2006,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"AUTO21 Network of Centres of Excellence; Natural Sciences and Engineering Research Council of Canada","keywords":"Proton exchange membrane fuel cell; Stack (abstract data type); Anode; Pressure drop; Cathode; Mechanics; Materials science; Transient (computer programming); Nuclear engineering; Flow (mathematics); Volumetric flow rate; Thermodynamics; Chemistry; Fuel cells; Chemical engineering; Engineering; Computer science; Electrode","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":[0.0002832289,0.0006539075,0.001012135,0.0006541814,0.0006397174,0.001042619,0.001707005,0.001690497,0.003257388],"category_scores_gemma":[0.0007211685,0.0007476367,0.001211811,0.0006797493,0.0005070273,0.001404485,0.0006463572,0.0009251583,0.0007024934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170566,"about_ca_system_score_gemma":0.001158501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02275621,"about_ca_topic_score_gemma":0.008157251,"domain_scores_codex":[0.9998176,0.00002628633,0.00001134823,0.00004656061,0.0000672497,0.0000310426],"domain_scores_gemma":[0.999785,0.00007123483,0.0000275944,0.00002901471,0.00007313745,0.00001393876],"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":[0.00001615834,0.00001359152,0.0001642569,0.00002887838,0.000009781013,0.00004804866,0.00002674731,0.9905795,0.003151193,0.003780069,0.000219095,0.001962601],"study_design_scores_gemma":[0.000002223069,0.000005476455,0.00005845643,0.000001431243,0.000002154849,0.000005240453,0.000002301637,0.9988095,0.000360842,0.0004064951,0.000342853,0.000003053198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1762008,0.00122784,0.7664522,0.0007496861,0.0002403722,0.0002883567,0.002191146,0.00150082,0.05114878],"genre_scores_gemma":[0.9273629,0.001341574,0.03826975,0.0001860181,0.00008679847,0.0006336093,0.001022667,0.0002000143,0.0308966],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02275621,"threshold_uncertainty_score":0.04524755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005450294036070792,"score_gpt":0.1715639249874296,"score_spread":0.1661136309513588,"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."}}