{"id":"W4247264347","doi":"10.1149/ma2016-02/1/42","title":"Development Strategy and Comparison of a Novel Flow Field Design for Redox Flow Battery","year":2016,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Advanced battery technologies research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Flow battery; Cathode; Mechanics; Porosity; Conservation of mass; Redox; Flow (mathematics); Materials science; Electrode; Charge conservation; Electrochemistry; Permeability (electromagnetism); Analytical Chemistry (journal); Chemistry; Composite material; Electrical engineering; Engineering; Physics; Membrane; Chromatography; Metallurgy; Charge (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003147639,0.0001546824,0.0002260174,0.0001007657,0.00005789631,0.00002055955,0.0001794201,0.0001338326,0.000009400183],"category_scores_gemma":[0.0005047211,0.0001255002,0.00002365062,0.0000732503,0.00004279092,0.0001056509,0.00005960462,0.0001436269,0.000005864361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005671556,"about_ca_system_score_gemma":0.00003034915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002139612,"about_ca_topic_score_gemma":0.000005369911,"domain_scores_codex":[0.9988746,0.000008205187,0.0003878697,0.0002041649,0.0001610179,0.0003641475],"domain_scores_gemma":[0.9987339,0.0008868785,0.00006813016,0.0001968421,0.00005585658,0.00005836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000339454,0.00004420162,0.0002706893,0.0001717482,0.00003636133,0.000002626043,0.0001605682,0.4423165,0.4481899,0.000002843784,0.00142249,0.1073482],"study_design_scores_gemma":[0.0005659338,0.00009245201,0.001125631,0.0002932208,0.000004800797,0.000003665093,0.0001117133,0.07605118,0.9191774,0.000089336,0.002285247,0.0001994232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6998429,0.0002068583,0.2952932,0.0002685763,0.0001693621,0.0004412144,0.00001699146,0.0004084521,0.003352477],"genre_scores_gemma":[0.7039517,0.00001320736,0.2958875,0.000006998268,0.00002403324,0.00003655983,0.000001790126,0.00002366161,0.00005456057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4709875,"threshold_uncertainty_score":0.5117748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05812911876105287,"score_gpt":0.3014430644564925,"score_spread":0.2433139456954396,"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."}}