{"id":"W2529188289","doi":"10.1149/07518.0065ecst","title":"Development Strategy and Comparison of a Novel Flow Field Design for Redox Flow Battery","year":2017,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Advanced battery technologies research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates","keywords":"Flow battery; Flow (mathematics); Mechanics; Volumetric flow rate; Charge conservation; Porosity; Redox; Parametric statistics; Electrode; Materials science; Flow conditions; Conservation of mass; Computer science; Battery (electricity); Simulation; Process engineering; Engineering; Thermodynamics; Chemistry; Mathematics; Charge (physics); Physics; Composite material; Power (physics); Metallurgy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007073087,0.0001004803,0.0001596936,0.00007501182,0.0002391486,0.00003828611,0.0001958223,0.0000953413,0.00003425965],"category_scores_gemma":[0.00002741578,0.0001052314,0.00002870079,0.00003636047,0.00005589087,0.000156931,0.000008504422,0.0001751792,0.000001995566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000314491,"about_ca_system_score_gemma":0.00002316257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002854846,"about_ca_topic_score_gemma":0.00003936964,"domain_scores_codex":[0.999403,0.000003612214,0.0001805182,0.0001287545,0.0000855912,0.0001985081],"domain_scores_gemma":[0.9994862,0.0001347226,0.00002710966,0.0002835781,0.00003208273,0.00003628311],"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":[0.00003453267,0.00009126492,0.00006942792,0.0001659342,0.00009436733,0.000001027858,0.0003490161,0.6604866,0.04036092,0.00001964516,0.0005613274,0.2977659],"study_design_scores_gemma":[0.0005754906,0.00008886965,0.0005408727,0.00004235368,0.00001277992,0.000003390315,0.0001811934,0.6911236,0.3027034,0.00009020045,0.004476135,0.000161721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01662438,0.00006380914,0.9822968,0.0001752229,0.000111642,0.0002558183,0.00002468828,0.0001319391,0.0003157021],"genre_scores_gemma":[0.6677423,0.00002568223,0.3320158,0.000003616138,0.000009061423,0.00008763698,0.00000205373,0.00001505554,0.00009884866],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6511179,"threshold_uncertainty_score":0.4291213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08483805072244231,"score_gpt":0.3299486685554707,"score_spread":0.2451106178330284,"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."}}