{"id":"W3216362531","doi":"10.1016/j.electacta.2021.139644","title":"CoSn Alloy-based three-dimensional ordered multistage porous composite towards effective polysulfide confinement and catalytic conversion in lithium‐sulfur batteries","year":2021,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Science Foundation of Hebei Province; Department of Education of Hebei Province; National Natural Science Foundation of China","keywords":"Polysulfide; Microporous material; Chemical engineering; Sulfur; Materials science; Cathode; Battery (electricity); Catalysis; Composite number; Alloy; Lithium (medication); Electrolyte; Chemistry; Inorganic chemistry; Electrode; Composite material; Metallurgy; Organic chemistry","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":[0.00007479927,0.000289489,0.0003856976,0.0001168345,0.0000771865,0.00005588366,0.0001263051,0.0001241006,0.00006960893],"category_scores_gemma":[0.00004019745,0.0002889787,0.00003845207,0.0001739068,0.00009355753,0.0001341094,0.0001060608,0.0002423016,0.000006447989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001356234,"about_ca_system_score_gemma":0.00005086413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005750402,"about_ca_topic_score_gemma":0.0002006048,"domain_scores_codex":[0.99876,0.00003560151,0.0002725867,0.0003619691,0.0001565828,0.0004131862],"domain_scores_gemma":[0.9994735,0.0001109118,0.00005193272,0.0002576419,0.00004934951,0.00005673704],"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":[0.0001137083,0.00005145213,0.0004470618,0.0001294812,0.00005113631,0.00009645552,0.00003931235,0.0005738444,0.9971248,0.00004330116,0.0001663394,0.001163139],"study_design_scores_gemma":[0.001420551,0.0001301109,0.01418729,0.0000927506,0.00002495105,0.00004591548,0.00002615567,0.005196054,0.9774593,0.0001588766,0.0009136312,0.0003444783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967413,0.0003786166,0.0009535483,0.0009396636,0.0001594377,0.0003329008,0.00005554035,0.0003471977,0.00009178902],"genre_scores_gemma":[0.9971153,0.0000456706,0.002225052,0.0003044551,0.00002116664,0.00005202112,0.0001650808,0.00004020582,0.00003101852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01966553,"threshold_uncertainty_score":0.9999563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004987968955608183,"score_gpt":0.1997575370223454,"score_spread":0.1947695680667373,"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."}}