{"id":"W3162539544","doi":"10.1002/aenm.202100332","title":"Defect Engineering for Expediting Li–S Chemistry: Strategies, Mechanisms, and Perspectives","year":2021,"lang":"en","type":"article","venue":"Advanced Energy Materials","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":260,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Polysulfide; Nanotechnology; Biochemical engineering; Commercialization; Materials science; Chemistry; Engineering; Electrode; Political science","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":[0.000548537,0.0007229852,0.0004939766,0.0006321893,0.000221156,0.0009244138,0.0005813288,0.0008904209,0.001544206],"category_scores_gemma":[0.0002433361,0.0002618129,0.0004904323,0.0005176693,0.0006724359,0.001523062,0.0006917426,0.0009701077,0.0006093378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005145668,"about_ca_system_score_gemma":0.0004299224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005433824,"about_ca_topic_score_gemma":0.0007652612,"domain_scores_codex":[0.9998335,0.00002618404,0.00001609271,0.00003717034,0.0000563098,0.00003085105],"domain_scores_gemma":[0.9999111,0.00002984526,0.00001664004,0.000007611053,0.0000265432,0.000008228301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002432565,0.0003098544,0.001157361,0.0204235,0.0001560858,0.001123882,0.000594695,0.007304573,0.4544424,0.1743135,0.01036106,0.3295698],"study_design_scores_gemma":[0.00005098045,0.001426124,0.0009034477,0.001147943,0.0001425069,0.001686334,0.0004437721,0.01061428,0.3837585,0.03416893,0.5655457,0.000111572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06317279,0.8782994,0.03294552,0.00272998,0.0007736389,0.0001292141,0.0001994731,0.0002687626,0.02148117],"genre_scores_gemma":[0.2872501,0.6917524,0.01388827,0.0006427513,0.0002768623,0.000122656,0.0002460868,0.0000411089,0.005779713],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001544206,"threshold_uncertainty_score":0.005165875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00673911449210508,"score_gpt":0.1937830397706286,"score_spread":0.1870439252785235,"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."}}