{"id":"W4403146928","doi":"10.1016/j.mser.2024.100865","title":"Redox-active molecules for aqueous electrolytes of energy storage devices: A review on fundamental aspects, current progress, and prospects","year":2024,"lang":"en","type":"review","venue":"Materials Science and Engineering R Reports","topic":"Advanced battery technologies research","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Engineering and Physical Sciences Research Council","keywords":"Current (fluid); Redox; Energy storage; Electrolyte; Nanotechnology; Materials science; Chemistry; Biochemical engineering; Electrical engineering; Engineering; Physics; Inorganic 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004823506,0.0004814902,0.001220943,0.0004378032,0.00006449409,0.0001633608,0.0002383323,0.0001169428,0.000003509181],"category_scores_gemma":[0.0002081123,0.0003739593,0.00008012354,0.0006155925,0.00025771,0.0001770296,0.0002071888,0.0002113854,8.974021e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002965854,"about_ca_system_score_gemma":0.0001549024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001880078,"about_ca_topic_score_gemma":4.523228e-7,"domain_scores_codex":[0.9976973,0.000009203359,0.0006561202,0.0006740246,0.0004260184,0.0005373316],"domain_scores_gemma":[0.99917,0.00005041964,0.000193329,0.0004057504,0.00008353138,0.00009699108],"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":[0.00000458881,0.00002597862,4.737491e-7,0.221225,0.00009893321,0.0002243749,0.00001582112,0.00004662478,0.004805788,0.0006317357,0.0001933652,0.7727273],"study_design_scores_gemma":[0.00009835802,0.0004479371,0.000005926134,0.1207616,0.0005015116,0.00131249,0.000007687834,0.0006069714,0.02665079,0.0004554981,0.8479874,0.00116382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009007439,0.9968112,0.0001130108,0.00001040842,0.0005170535,0.001181453,0.00007078309,0.0003719779,0.00002344301],"genre_scores_gemma":[0.006116863,0.9922206,0.0005652901,0.00000373555,0.00006299648,0.0009071328,0.00003116708,0.00008686346,0.000005375106],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8477941,"threshold_uncertainty_score":0.9998713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941286528738248,"score_gpt":0.3082299030721461,"score_spread":0.2888170377847636,"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."}}