{"id":"W4385196574","doi":"10.1002/smll.202304131","title":"Manipulating Redox Kinetics using p‐n Heterojunction Biservice Matrix as both Cathode Sulfur Immobilizer and Anode Lithium Stabilizer for Practical Lithium–Sulfur Batteries","year":2023,"lang":"en","type":"article","venue":"Small","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo; Natural Science Foundation of Ningxia Province; Natural Science Foundation of Hebei Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Anode; Materials science; Non-blocking I/O; Heterojunction; Cathode; Electrolyte; Chemical engineering; Lithium (medication); Nanotechnology; Electrode; Catalysis; Optoelectronics; Chemistry; Physical chemistry; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002459409,0.0003135721,0.0003378208,0.0001234853,0.0001620134,0.0002002478,0.0001220602,0.0002248854,0.0000271076],"category_scores_gemma":[0.0001849336,0.0003056394,0.00005376032,0.0002542147,0.00009251742,0.0002944008,0.0001464352,0.0001846191,0.00001817704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008016634,"about_ca_system_score_gemma":0.00002403619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004851165,"about_ca_topic_score_gemma":0.00005211411,"domain_scores_codex":[0.9984635,0.00003654703,0.0004282635,0.0004077406,0.0001344291,0.000529589],"domain_scores_gemma":[0.9991853,0.0002108174,0.0000925342,0.000373336,0.00007160976,0.00006645489],"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":[0.00009062669,0.00002913265,0.0009912152,0.0009354935,0.0000422383,0.00002643274,0.0003618459,0.01801726,0.9779083,0.0004231643,0.0001965108,0.0009778207],"study_design_scores_gemma":[0.002431417,0.0009900149,0.008444988,0.0005434316,0.0003203277,0.0004535148,0.003415196,0.1423776,0.7938439,0.01485992,0.02997008,0.002349594],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808847,0.0001486389,0.01566079,0.0004544781,0.0007992966,0.0004817294,0.00005238402,0.001396027,0.0001219219],"genre_scores_gemma":[0.9183251,0.0001094651,0.0807463,0.0000868464,0.0001861836,0.0001105384,0.00005137766,0.0001433906,0.0002408429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1840644,"threshold_uncertainty_score":0.9999396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04859341496763574,"score_gpt":0.3026054530525651,"score_spread":0.2540120380849294,"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."}}