{"id":"W4388091447","doi":"10.1016/j.fuel.2023.130172","title":"Crossflow flat solid oxide fuel cell (SOFC) semi-empirical modeling and the multi-fuel property based on a commercial 700 W stack","year":2023,"lang":"en","type":"article","venue":"Fuel","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Interreg; China Scholarship Council; Queen's University; Queen's University Belfast; European Commission","keywords":"Stack (abstract data type); Solid oxide fuel cell; Process engineering; Nuclear engineering; Methane; Environmental science; Renewable energy; Materials science; Automotive engineering; Mechanical engineering; Computer science; Engineering; Electrical engineering; Anode; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0001072441,0.0005017225,0.0003107621,0.0002968654,0.0003274991,0.000510129,0.0006577499,0.0005286882,0.00077804],"category_scores_gemma":[0.0002108573,0.0001898283,0.0007894657,0.0003076938,0.0002680861,0.0004298388,0.0002247744,0.0003014116,0.0001536046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006412055,"about_ca_system_score_gemma":0.0007861771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02797751,"about_ca_topic_score_gemma":0.01208607,"domain_scores_codex":[0.999927,0.000008884967,0.000004840615,0.00001707532,0.00002887649,0.00001329613],"domain_scores_gemma":[0.9999249,0.00001926619,0.00001175272,0.000006241345,0.00003443547,0.000003304439],"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":[0.00003109581,0.00002573573,0.001361766,0.00003939244,0.00001389031,0.0001139681,0.00002912944,0.9852062,0.007775792,0.001061339,0.0001401668,0.004201614],"study_design_scores_gemma":[0.000002658419,0.00002318337,0.0007355452,0.00000253435,0.000006325874,0.00001770988,0.000008582906,0.9971118,0.001618307,0.0001446062,0.000324017,0.00000467662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8141282,0.0006017939,0.1633205,0.0001384328,0.00004301107,0.0001313652,0.001109314,0.000470754,0.02005674],"genre_scores_gemma":[0.9888114,0.0003185645,0.007874281,0.00001679443,0.000004974111,0.00008736712,0.0003975143,0.00001936359,0.002469831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02797751,"threshold_uncertainty_score":0.05562931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05676555362756052,"score_gpt":0.3252755011607704,"score_spread":0.2685099475332099,"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."}}