{"id":"W4206517027","doi":"10.1002/celc.202101617","title":"Carbon Aerogel Based Thin Electrodes for Zero‐Gap all Vanadium Redox Flow Batteries – Quantifying the Factors Leading to Optimum Performance","year":2022,"lang":"en","type":"article","venue":"ChemElectroChem","topic":"Advanced battery technologies research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada)","funders":"Engineering and Physical Sciences Research Council; Shell Global Solutions International; Shell","keywords":"Materials science; Electrode; Microporous material; Electrolyte; Aerogel; Power density; Carbon fibers; Porosity; Vanadium; Specific surface area; Chemical engineering; Composite material; Metallurgy; Chemistry; Catalysis; Power (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002508242,0.0004641312,0.0003857983,0.0004541763,0.000182456,0.0004992052,0.0004050425,0.0005476087,0.0005169053],"category_scores_gemma":[0.0004753663,0.0002468659,0.0002239784,0.0002324125,0.0002033541,0.0004910577,0.0002054824,0.0003645828,0.0002239071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003184829,"about_ca_system_score_gemma":0.0001449501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003851294,"about_ca_topic_score_gemma":0.001212963,"domain_scores_codex":[0.9998196,0.00001689493,0.0000152478,0.00003211327,0.00009447944,0.00002161548],"domain_scores_gemma":[0.9997703,0.00007589779,0.00004637743,0.00001701032,0.00006636396,0.0000240253],"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":[0.00001582821,0.000005039153,0.00003909071,0.000025241,0.000002861608,0.0000137549,0.000003689642,0.0000784888,0.9991193,0.00001896287,0.000009502449,0.0006682044],"study_design_scores_gemma":[0.000002675182,0.00006096356,0.0003542905,0.00000323378,0.000005526289,0.00003578893,0.000007469735,0.0006091637,0.9986194,0.0000192628,0.0002795301,0.000002786925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881477,0.002467099,0.007623966,0.0001178598,0.0000424489,0.00004029135,0.000306751,0.0001742507,0.001079588],"genre_scores_gemma":[0.9849076,0.001302822,0.01229649,0.00003378711,0.00001151895,0.00002756272,0.0002642272,0.00003957269,0.001116295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005476087,"threshold_uncertainty_score":0.002310753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04038519023496681,"score_gpt":0.278580565794456,"score_spread":0.2381953755594892,"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."}}