{"id":"W2509175782","doi":"10.1149/ma2016-02/38/2721","title":"Enthalpy Analysis and Heat Exchanger Sizing of an Air-Cooled Proton Exchange Membrane Fuel Cell System","year":2016,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat exchanger; Sizing; Proton exchange membrane fuel cell; Enthalpy; Fuel cells; Materials science; Thermodynamics; Chemistry; Nuclear engineering; Chemical engineering; Engineering; Organic chemistry; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000206463,0.0003466495,0.0005622449,0.0004243479,0.0004403577,0.0006466675,0.0003703504,0.0002535963,0.002372131],"category_scores_gemma":[0.0002392353,0.0001567529,0.0003322012,0.0002641628,0.0002080405,0.0003913406,0.000214159,0.000248735,0.0002607718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005416914,"about_ca_system_score_gemma":0.0004322427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003339964,"about_ca_topic_score_gemma":0.002989505,"domain_scores_codex":[0.9998788,0.00001797499,0.000006374922,0.00002191489,0.00006157465,0.00001339657],"domain_scores_gemma":[0.9998916,0.00003875043,0.0000135315,0.000009272966,0.00003825779,0.000008484556],"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":[0.000806751,0.0001774888,0.008357597,0.0003813661,0.00006089156,0.0003318057,0.0001413406,0.7355174,0.1941902,0.001358203,0.001115471,0.05756151],"study_design_scores_gemma":[0.00002798996,0.0005386744,0.009578886,0.000008888275,0.00003166114,0.00003697343,0.00007877058,0.9244695,0.06377262,0.00031135,0.001122719,0.00002185399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671528,0.0004561568,0.02580897,0.00009055559,0.0000562869,0.00008356338,0.0003644613,0.000343027,0.00564425],"genre_scores_gemma":[0.9966383,0.00006302434,0.002194668,0.000004948321,0.000005405144,0.00001578626,0.0001299859,0.00001182514,0.0009361383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003339964,"threshold_uncertainty_score":0.007935643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007535787979981772,"score_gpt":0.1960356387553693,"score_spread":0.1884998507753875,"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."}}