{"id":"W3194986259","doi":"10.1002/smtd.202100176","title":"Realizing High‐Performance Li‐S Batteries through Additive Manufactured and Chemically Enhanced Cathodes","year":2021,"lang":"en","type":"article","venue":"Small Methods","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cathode; Sulfur; Electrochemistry; Polysulfide; Materials science; Chemical engineering; Electrode; Lithium (medication); Sulfide; Lithium–sulfur battery; Cycling; Adsorption; Cobalt sulfide; Capacity loss; Chemistry; Metallurgy; Electrolyte; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001494242,0.0002305482,0.0003364653,0.00002997139,0.00007715663,0.00005685028,0.0001255901,0.000155078,0.00008366465],"category_scores_gemma":[0.0001273935,0.000215547,0.00002877768,0.0001103679,0.0001026081,0.0002006718,0.0001363946,0.0001779922,0.000004806533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003366301,"about_ca_system_score_gemma":0.0000106767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006994062,"about_ca_topic_score_gemma":0.000005775656,"domain_scores_codex":[0.9990323,0.0000685799,0.0002320445,0.0002960679,0.00006420647,0.0003068402],"domain_scores_gemma":[0.9994035,0.00018376,0.00004418965,0.0002903089,0.00004468378,0.00003350513],"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":[0.00001076441,0.000006227434,0.00001474337,0.0001543841,0.00003558721,0.00001024975,0.0002411828,0.0003190692,0.8794138,0.0004240362,0.00005428927,0.1193157],"study_design_scores_gemma":[0.000165778,0.00002344515,0.001571826,0.00007480162,0.00001729533,0.0000205142,0.0002165325,0.0001449827,0.9887886,0.004446572,0.004264614,0.0002650081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6892725,0.000560899,0.3075001,0.00009898304,0.0003166562,0.0000749607,0.00002943486,0.0005662952,0.001580226],"genre_scores_gemma":[0.4939367,0.001220452,0.5045667,0.00008274917,0.00006006147,0.00003687629,0.00001998351,0.000028906,0.00004757746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1970666,"threshold_uncertainty_score":0.878975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01994455845119444,"score_gpt":0.2783231275893946,"score_spread":0.2583785691382002,"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."}}