{"id":"W2763011245","doi":"10.1016/j.joule.2017.08.007","title":"Air-Breathing Aqueous Sulfur Flow Battery for Ultralow-Cost Long-Duration Electrical Storage","year":2017,"lang":"en","type":"article","venue":"Joule","topic":"Advanced battery technologies research","field":"Engineering","cited_by":226,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Basic Energy Sciences; McMaster University; U.S. Department of Energy","keywords":"Energy storage; Battery (electricity); Renewable energy; Environmental science; Waste management; Process engineering; Polysulfide; Environmental engineering; Electrical engineering; Materials science; Engineering; Chemistry; Electrolyte; Power (physics); Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009901459,0.0001843202,0.000159465,0.0001387104,0.0001859163,0.0002810664,0.0002891182,0.0002307484,0.001847193],"category_scores_gemma":[0.00009135582,0.00006159442,0.0001156504,0.0001521981,0.0001308046,0.0005982826,0.0002207896,0.0001899241,0.0004616552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780849,"about_ca_system_score_gemma":0.0001874916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003624629,"about_ca_topic_score_gemma":0.001384667,"domain_scores_codex":[0.9999601,0.000003311489,0.000003804347,0.000008086248,0.00001528066,0.000009503301],"domain_scores_gemma":[0.999964,0.000004376564,0.000005460343,0.000002762355,0.00001634895,0.000007001925],"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":[0.0002972969,0.00004129651,0.0004436774,0.0002264649,0.000007566452,0.0001170138,0.00004035181,0.000291713,0.9700783,0.001033036,0.001127448,0.02629586],"study_design_scores_gemma":[0.00002089417,0.0003809507,0.001082776,0.00001727927,0.00001843598,0.0001443924,0.0000739973,0.006608965,0.9835603,0.0002783167,0.007804628,0.000009112372],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770533,0.003768151,0.01375848,0.0004047888,0.0002347269,0.00003186821,0.0002108895,0.0003779118,0.004159987],"genre_scores_gemma":[0.9913461,0.0007478017,0.002302256,0.00006458566,0.00003199467,0.00001109325,0.0001230019,0.00001947086,0.00535373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001847193,"threshold_uncertainty_score":0.006179512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222763732607936,"score_gpt":0.2900580356186229,"score_spread":0.2678303982925436,"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."}}