{"id":"W2944657003","doi":"10.1002/adma.201901220","title":"Promoting the Transformation of Li<sub>2</sub>S<sub>2</sub> to Li<sub>2</sub>S: Significantly Increasing Utilization of Active Materials for High‐Sulfur‐Loading Li–S Batteries","year":2019,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":376,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); Western University","funders":"Youth Innovation Promotion Association; Dalian Institute of Chemical Physics; Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Liaoning Province; Canada Foundation for Innovation; Western University; National Natural Science Foundation of China; Youth Innovation Promotion Association of the Chinese Academy of Sciences; Canada Excellence Research Chairs, Government of Canada","keywords":"Polysulfide; Sulfur; Cobalt sulfide; Materials science; Sulfide; Electrochemistry; Catalysis; Amorphous solid; Chemical engineering; Lithium–sulfur battery; Electrode; Organic chemistry; Metallurgy; Chemistry; Physical chemistry; Electrolyte","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007733009,0.0004636123,0.0002360379,0.0002028602,0.0001010522,0.0004203343,0.0001750537,0.0002559193,0.00150601],"category_scores_gemma":[0.0001141547,0.00014822,0.0001992297,0.0002159132,0.0002401393,0.0003379962,0.0002597192,0.0003081459,0.0004253291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201985,"about_ca_system_score_gemma":0.0002496896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006884348,"about_ca_topic_score_gemma":0.001613653,"domain_scores_codex":[0.9999456,0.0000043646,0.000004265337,0.00001072908,0.00002095376,0.00001404242],"domain_scores_gemma":[0.9999583,0.000005895278,0.00001077849,0.000002885266,0.00001014972,0.00001213934],"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":[0.00007572237,0.0000272633,0.0002606219,0.00009686268,0.000005479146,0.00005206,0.00002097933,0.0001753104,0.9957042,0.0002708616,0.0001233994,0.00318728],"study_design_scores_gemma":[0.000009075469,0.0000890527,0.00134632,0.000004076354,0.00001042232,0.00003183194,0.00002206889,0.001576533,0.9952566,0.00004873119,0.001601475,0.000003860773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905677,0.001316869,0.004410818,0.0001244066,0.00005102843,0.00002653723,0.00009057128,0.0002831099,0.003128926],"genre_scores_gemma":[0.996716,0.0005496296,0.001626481,0.00004017483,0.00001046577,0.00001194377,0.00006243466,0.00003015517,0.0009528587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00150601,"threshold_uncertainty_score":0.005038083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118637395439608,"score_gpt":0.2254408703409924,"score_spread":0.2142544963865963,"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."}}