{"id":"W2089810484","doi":"10.1016/j.jpowsour.2006.09.022","title":"Transient non-isothermal model of a polymer electrolyte fuel cell","year":2006,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":148,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; Ballard Power Systems (Canada); Queen's University","funders":"Ballard Power Systems","keywords":"Electrolyte; Isothermal process; Anode; Work (physics); Agglomerate; Cathode; Materials science; Transient (computer programming); Proton exchange membrane fuel cell; Condensation; Porosity; Mechanics; Polymer; Evaporation; Thermodynamics; Electrode; Chemical engineering; Chemistry; Composite material; Fuel cells; Physics; Computer science; 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":[0.0003047943,0.0006500048,0.001217113,0.0005726907,0.0009627577,0.001441867,0.002131643,0.002851937,0.01059866],"category_scores_gemma":[0.0009515845,0.0005194105,0.0008418137,0.0004657624,0.002099476,0.001620923,0.001026816,0.001494667,0.0009762569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380645,"about_ca_system_score_gemma":0.001239258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01650299,"about_ca_topic_score_gemma":0.006066557,"domain_scores_codex":[0.9998518,0.00003221719,0.00000520617,0.00003379493,0.00003583583,0.00004105986],"domain_scores_gemma":[0.9997495,0.00009155442,0.00002448248,0.00002100256,0.00006021293,0.00005330043],"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":[0.0001293836,0.00007757866,0.0003215767,0.00006605834,0.00002752264,0.0002600862,0.00007505984,0.9594445,0.005252688,0.03195424,0.0007064861,0.001684948],"study_design_scores_gemma":[0.00001620169,0.00001804932,0.0001024102,0.000003507039,0.000006886844,0.00001525005,0.00001401863,0.9969406,0.0003937914,0.002192136,0.000289661,0.000007379252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5135652,0.001815146,0.2784501,0.003298233,0.000851771,0.0003291564,0.001941231,0.001027724,0.1987214],"genre_scores_gemma":[0.9602789,0.0003581125,0.002010866,0.0001442729,0.00006305413,0.00009866859,0.0001886125,0.00008252863,0.03677493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01650299,"threshold_uncertainty_score":0.03545606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002499644387461558,"score_gpt":0.1563235334841586,"score_spread":0.1538238890966971,"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."}}