{"id":"W4416443551","doi":"10.1016/j.est.2025.119457","title":"Characterization of carbon felts for vanadium redox flow battery applications Part 1: cyclic voltammetry","year":2025,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Advanced battery technologies research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; BC Innovation Council","funders":"Office of Energy Research and Development; National Research Council Canada; U.S. Department of Energy","keywords":"Flow battery; Vanadium; Cyclic voltammetry; Redox; Capacitance; Arrhenius equation; Electrochemistry; Carbon fibers; Activation energy","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":[0.0002083425,0.0003924449,0.0002526353,0.0004527548,0.0002174532,0.0003790912,0.0003451051,0.0005481933,0.002472336],"category_scores_gemma":[0.0007065547,0.000163952,0.0002466224,0.0003287898,0.0001921,0.0003604849,0.0001684191,0.0003302034,0.0003489642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139563,"about_ca_system_score_gemma":0.0001237152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003483958,"about_ca_topic_score_gemma":0.0006715895,"domain_scores_codex":[0.9998077,0.00001874624,0.00001587211,0.00004663463,0.00007895291,0.00003220849],"domain_scores_gemma":[0.9997782,0.00007350167,0.00002369308,0.00001958825,0.00008659482,0.00001836412],"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":[0.00007710073,0.00001517963,0.0001748373,0.00006524623,0.000004260041,0.00004069422,0.00002465625,0.0001142913,0.9937466,0.00004427007,0.000102663,0.005590043],"study_design_scores_gemma":[0.000004579453,0.0002317644,0.002681342,0.000009524804,0.000008522132,0.00008757385,0.00005013595,0.0009500129,0.9945418,0.00003633175,0.001390562,0.000007812097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793813,0.001843211,0.01460978,0.0001078775,0.00008365155,0.0001239029,0.0006827968,0.0002072863,0.002960394],"genre_scores_gemma":[0.988992,0.0006460455,0.006621193,0.00005408705,0.00001262655,0.00006862584,0.0006173269,0.00003920911,0.002949013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002472336,"threshold_uncertainty_score":0.0082708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008500652473095918,"score_gpt":0.2412526772519025,"score_spread":0.2327520247788065,"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."}}