{"id":"W2795693245","doi":"10.1115/1.4039858","title":"Stability Issues of Fuel Cell Models in the Activation and Concentration Regimes","year":2018,"lang":"en","type":"article","venue":"Journal of Electrochemical Energy Conversion and Storage","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Electrolyte; Proton exchange membrane fuel cell; Fuel cells; Solid oxide fuel cell; Current (fluid); Stability (learning theory); Mechanics; Open-circuit voltage; Current density; Divergence (linguistics); Nuclear engineering; Nernst equation; Control theory (sociology); Materials science; Chemistry; Thermodynamics; Voltage; Computer science; Chemical engineering; Physics; Electrical engineering; Electrode; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001148089,0.0007171746,0.000735686,0.000643409,0.001294933,0.001654374,0.001515716,0.002021466,0.002101695],"category_scores_gemma":[0.005153865,0.0006205554,0.001305973,0.0003162653,0.001526201,0.001553203,0.001491957,0.002035437,0.0007911285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077735,"about_ca_system_score_gemma":0.001205379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009574065,"about_ca_topic_score_gemma":0.004011571,"domain_scores_codex":[0.9996207,0.0001362475,0.00002001755,0.00005517323,0.0001272155,0.00004064322],"domain_scores_gemma":[0.998643,0.0006760492,0.0001435949,0.0002068691,0.0002877327,0.00004284832],"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":[0.00004830721,0.00004344692,0.001253196,0.00006025131,0.00002896224,0.00012424,0.0002718985,0.9325475,0.009289144,0.04877255,0.0006230143,0.00693751],"study_design_scores_gemma":[0.000003094581,0.000007162392,0.00006221675,0.00000556144,0.000002959015,0.0000131519,0.00001084485,0.9945217,0.001156571,0.003629715,0.0005805955,0.000006399555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1533222,0.0008285392,0.815409,0.001963215,0.0001578571,0.0002025379,0.0004255127,0.0009587815,0.02673227],"genre_scores_gemma":[0.8979104,0.000651623,0.08587897,0.0003536325,0.0001039401,0.0004361809,0.0003071823,0.000533077,0.01382495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009574065,"threshold_uncertainty_score":0.01903665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006756697999407794,"score_gpt":0.1908746271109224,"score_spread":0.1841179291115146,"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."}}