{"id":"W4327947753","doi":"10.1002/smm2.1198","title":"Development of organic redox‐active materials in aqueous flow batteries: Current strategies and future perspectives","year":2023,"lang":"en","type":"article","venue":"SmartMat","topic":"Advanced battery technologies research","field":"Engineering","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"Fundamental Research Funds for the Central Universities; Government of Jiangsu Province; Central University Basic Research Fund of China; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Redox; Electrochemistry; Chemistry; Flow battery; Aqueous solution; Nanotechnology; Electrolyte; Combinatorial chemistry; Chemical engineering; Materials science; Inorganic chemistry; Organic chemistry; Electrode","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":[0.0009939153,0.0007808581,0.0005616482,0.0006428359,0.0002573429,0.001118336,0.0007000106,0.001485954,0.002230407],"category_scores_gemma":[0.0003245973,0.0003491196,0.0004530173,0.0007996171,0.0006712311,0.002528863,0.0006888512,0.001095896,0.001018221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005008932,"about_ca_system_score_gemma":0.0005108402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005142331,"about_ca_topic_score_gemma":0.000717299,"domain_scores_codex":[0.9998237,0.00003489272,0.00001463713,0.00003717362,0.00005394847,0.00003553396],"domain_scores_gemma":[0.9998646,0.00004645236,0.00002412186,0.000008000445,0.00004213166,0.00001484919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002118621,0.0007215572,0.0008236407,0.02349349,0.0001583192,0.001191651,0.000566451,0.00686513,0.1570504,0.155461,0.01769472,0.6357618],"study_design_scores_gemma":[0.00009448757,0.001295825,0.000873454,0.001836516,0.0001646691,0.001170339,0.0004623141,0.008479438,0.09858719,0.04164237,0.8452706,0.0001227504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01210991,0.959771,0.01537847,0.002519864,0.0005847146,0.00005609292,0.00007598077,0.00008577148,0.009418174],"genre_scores_gemma":[0.06891304,0.9145219,0.0112092,0.0009950674,0.000447782,0.0001270314,0.0001091079,0.00001527065,0.003661638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002230407,"threshold_uncertainty_score":0.007461429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422458405844305,"score_gpt":0.2683935357381304,"score_spread":0.2541689516796873,"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."}}