{"id":"W4413472887","doi":"10.1002/adma.202514035","title":"Heteroatom‐Modulated Asymmetric Cobalt Single‐Atom Catalysts on MOF‐Derived Carbon Enabling Durable Zinc‐Iodine Batteries","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced battery technologies research","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Materials science; Heteroatom; Cobalt; Catalysis; Zinc; Carbon fibers; Atom (system on chip); Nanotechnology; Chemical engineering; Inorganic chemistry; Organic chemistry; Metallurgy; Composite material; Chemistry; Ring (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":[0.0002573497,0.0005526945,0.0007806978,0.000948294,0.0001701425,0.0001683704,0.0005948461,0.000284244,0.00005574798],"category_scores_gemma":[0.0004516696,0.000559997,0.00007288333,0.001454646,0.0001486658,0.0003955845,0.0003015657,0.0003132461,0.00008479437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007199071,"about_ca_system_score_gemma":0.00003253253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006711173,"about_ca_topic_score_gemma":0.00002343582,"domain_scores_codex":[0.9970519,0.00007536941,0.0007328382,0.0006781939,0.0004518513,0.00100983],"domain_scores_gemma":[0.9983352,0.0002286489,0.000120824,0.001032681,0.0001818829,0.0001007399],"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":[0.0001357069,0.00005295118,0.00004062924,0.0002907011,0.00009644101,0.00004825338,0.00002396838,0.01303012,0.9762577,0.00015307,0.00028837,0.009582027],"study_design_scores_gemma":[0.001004386,0.0001263745,0.0002998821,0.0002735823,0.00002083453,0.000008758053,0.00007338315,0.0003445253,0.9889077,0.0008337678,0.007612825,0.0004939886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889594,0.0008459523,0.002208912,0.000277713,0.001395232,0.0006947727,0.00009528916,0.002277504,0.003245257],"genre_scores_gemma":[0.9962193,0.0005554186,0.002179778,0.0001501428,0.00005751992,0.000220638,0.0000989418,0.0001173991,0.0004007949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0126856,"threshold_uncertainty_score":0.9996852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333149573638457,"score_gpt":0.2550351697358208,"score_spread":0.2417036739994362,"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."}}