{"id":"W4285397812","doi":"10.1149/ma2022-013483mtgabs","title":"(Invited) Redox Flow Battery Innovation","year":2022,"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; Materials science; Nanocomposite; Battery (electricity); Electrolyte; Electrode; Nanotechnology; Graphene; Energy storage; Nanomaterials; Cathode; Chemical engineering; Electrical engineering; Chemistry; Engineering; 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":[0.001112999,0.001630696,0.000730745,0.0008767801,0.0007781312,0.003441069,0.001277882,0.005435667,0.1103098],"category_scores_gemma":[0.00181023,0.0003755054,0.0008371837,0.000514417,0.0004931316,0.00326184,0.001388287,0.00454916,0.06684207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158662,"about_ca_system_score_gemma":0.001012573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007451706,"about_ca_topic_score_gemma":0.001670975,"domain_scores_codex":[0.9990779,0.00007368001,0.00005168556,0.0002085719,0.0004547837,0.0001333389],"domain_scores_gemma":[0.9991241,0.0001363844,0.00004359533,0.00002356574,0.0004044334,0.0002678569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001124731,0.00005301286,0.0001394927,0.0005363398,0.00001175558,0.0002396534,0.00004812998,0.0001057192,0.00176758,0.001789117,0.8741295,0.1210672],"study_design_scores_gemma":[0.000009673896,0.00003946322,0.0001500163,0.00007988678,0.000005651884,0.0001731411,0.00003593065,0.00004783629,0.0004047353,0.0004821016,0.9985641,0.000007550473],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.002247033,0.1245652,0.003120734,0.08144636,0.5877721,0.0003791524,0.0009539311,0.0005632968,0.1989522],"genre_scores_gemma":[0.00756427,0.06599168,0.001046516,0.04074218,0.119069,0.0001867435,0.0005865141,0.0001895076,0.7646236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1103098,"threshold_uncertainty_score":0.3690231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0195232993886179,"score_gpt":0.2539238107114914,"score_spread":0.2344005113228735,"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."}}