{"id":"W4200357309","doi":"10.1002/anie.202185162","title":"Frontispiece: Engineering Oversaturated Fe‐N<sub>5</sub> Multifunctional Catalytic Sites for Durable Lithium‐Sulfur Batteries","year":2021,"lang":"en","type":"paratext","venue":"Angewandte Chemie International Edition","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Catalysis; Lithium (medication); Sulfur; Engineering; Waste management; Materials science; Environmental science; Chemical engineering; Chemistry; 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":[0.00007480837,0.0005455534,0.0004921108,0.0002416917,0.0001011148,0.0002521434,0.0002986059,0.0005613979,0.0007086534],"category_scores_gemma":[0.0001846181,0.0006027173,0.0001994808,0.0001535331,0.00006201214,0.0005617502,0.0001027226,0.0004156327,0.0002589358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004690199,"about_ca_system_score_gemma":0.00004814415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008405406,"about_ca_topic_score_gemma":0.0000109073,"domain_scores_codex":[0.9982056,0.000006222099,0.0005082132,0.0005256296,0.0003456517,0.0004086726],"domain_scores_gemma":[0.9989907,0.0001570937,0.0001733438,0.0002703545,0.0003429127,0.00006566301],"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":[0.00002857766,0.00002222384,0.000002534252,0.0003963921,0.0002725435,0.00001011089,0.00002299554,0.007628489,0.6606871,0.00002059002,0.3305804,0.0003280092],"study_design_scores_gemma":[0.0004697025,0.00002155889,0.00004642364,0.0003652809,0.00005196487,0.00002874126,0.00004163353,0.00189622,0.830314,0.0000819836,0.1661663,0.0005161702],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3178828,0.01178246,0.4186006,0.003919953,0.1819124,0.00322038,0.04042038,0.005458898,0.01680218],"genre_scores_gemma":[0.7986823,0.006002923,0.006651897,0.0003969604,0.01724827,0.002036067,0.152973,0.0006103133,0.01539827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4807995,"threshold_uncertainty_score":0.9996424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074601355504364,"score_gpt":0.2198674141357692,"score_spread":0.2091214005807255,"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."}}