{"id":"W1971857836","doi":"10.1149/06403.0567ecst","title":"A Comprehensive Single-Phase, Non-Isothermal Mathematical MEA Model and Analysis of Non-Isothermal Effects","year":2014,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"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":"Isothermal process; Thermodynamics; Joule heating; Materials science; Anode; Electrolyte; Desorption; Diffusion; Sorption; Heat transfer; Analytical Chemistry (journal); Chemistry; Adsorption; Electrode; Composite material; Chromatography; Physical chemistry","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":[0.0002550983,0.0009619773,0.0008742932,0.0004537053,0.0004206171,0.0008266825,0.001765655,0.001215798,0.004255506],"category_scores_gemma":[0.0007055743,0.0004718164,0.00104627,0.0004818499,0.0005267391,0.001050997,0.0007407651,0.001122813,0.001427365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007261871,"about_ca_system_score_gemma":0.000943235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005230605,"about_ca_topic_score_gemma":0.003101086,"domain_scores_codex":[0.9998714,0.00001925523,0.000006052573,0.00002567397,0.00005815646,0.00001945866],"domain_scores_gemma":[0.999796,0.00007705999,0.00003077475,0.00002649736,0.00005670593,0.00001300846],"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":[0.0000173688,0.00003284585,0.0002908965,0.0001087643,0.0000146332,0.0000757454,0.00002767214,0.9699135,0.008517544,0.01516476,0.0005869263,0.005249413],"study_design_scores_gemma":[0.000002009539,0.00001000989,0.00009624261,0.000004378216,0.000003829995,0.00001654295,0.000003918186,0.9955419,0.001342287,0.001317129,0.001656405,0.000005374558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03757737,0.00143954,0.9119995,0.0004472212,0.0001565382,0.0002534417,0.001602902,0.0008687967,0.04565457],"genre_scores_gemma":[0.814784,0.002279767,0.121932,0.0001921564,0.000173534,0.001282632,0.001498086,0.0005942236,0.05726358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005230605,"threshold_uncertainty_score":0.01423609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008347204080023644,"score_gpt":0.2194299064577336,"score_spread":0.21108270237771,"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."}}