{"id":"W2811335311","doi":"10.14447/jnmes.v21i2.470","title":"The Research Progress Of Zinc Bromine Flow Battery","year":2018,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Advanced battery technologies research","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flow battery; Bromine; Zinc; Battery (electricity); Electrolyte; Energy storage; Chemistry; Electrode; Computer science; Materials science; Metallurgy; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001713452,0.000144536,0.0004239634,0.0001596843,0.0001018751,0.0001094465,0.0007933436,0.0001600228,0.00001843012],"category_scores_gemma":[0.0005873379,0.00009400858,0.00007928732,0.0002886862,0.0003046591,0.0001244298,0.00008925108,0.0003027644,0.000007980035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479586,"about_ca_system_score_gemma":0.00009326813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003415144,"about_ca_topic_score_gemma":0.000001691229,"domain_scores_codex":[0.9976429,0.00007425197,0.0008092739,0.0001244516,0.0007040108,0.000645114],"domain_scores_gemma":[0.9981089,0.0004373014,0.0002001507,0.0003101331,0.0008398723,0.0001036286],"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":[0.0003120561,0.00001568142,0.00001795782,0.0002016379,0.0000845719,0.00000247501,0.00002913516,0.00002435841,0.9697171,0.00007772318,0.02794348,0.001573827],"study_design_scores_gemma":[0.0004556025,0.0006777259,0.00002577288,0.0001755878,0.000008577854,0.0001187818,0.00004781962,0.000490169,0.9799438,0.001167987,0.01679557,0.00009262007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890875,0.001950637,0.006843347,0.0004546477,0.000966189,0.0005488309,0.00001217851,0.00007079853,0.00006584495],"genre_scores_gemma":[0.9969783,0.0001617791,0.00101891,0.000003536302,0.00160505,0.00003869248,0.000002182985,0.00004646515,0.000145077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0111479,"threshold_uncertainty_score":0.3833559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03696364325866595,"score_gpt":0.3331263260670522,"score_spread":0.2961626828083863,"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."}}