{"id":"W4391381269","doi":"10.1002/smll.202309932","title":"ZIFs‐Derived Hollow Nanostructures via a Strong/Weak Coetching Strategy for Long‐Life Rechargeable Zn–Air Batteries","year":2024,"lang":"en","type":"article","venue":"Small","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China","keywords":"Zeolitic imidazolate framework; Catalysis; Materials science; Oxygen evolution; Overpotential; Chemical engineering; Bifunctional; Adsorption; Calcination; Nanotechnology; Inorganic chemistry; Metal-organic framework; Chemistry; Electrode; Electrochemistry; Physical chemistry; 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":[0.0002649263,0.0004151226,0.0003904428,0.0002218269,0.0002616387,0.0001906036,0.0004262465,0.0002551278,0.0004205357],"category_scores_gemma":[0.0001432391,0.0003870896,0.0002624127,0.0003038389,0.00007795184,0.0003665464,0.0001113853,0.0003358903,0.0001295095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002101895,"about_ca_system_score_gemma":0.0002935662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001594463,"about_ca_topic_score_gemma":0.003576771,"domain_scores_codex":[0.9977578,0.00007943549,0.0003898156,0.0007045656,0.0003021986,0.0007661948],"domain_scores_gemma":[0.9988788,0.0002115742,0.00009465122,0.00048981,0.0001217154,0.0002034665],"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":[0.0008211821,0.0001104219,0.0004600228,0.001261394,0.001292335,0.0001732267,0.001331455,0.01863341,0.821048,0.0769603,0.02140063,0.05650769],"study_design_scores_gemma":[0.001846829,0.0008340618,0.001184738,0.0003274101,0.0003398627,0.00009711264,0.0006085262,0.01270956,0.8070078,0.01361885,0.1599221,0.001503045],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969812,0.002178031,0.01435945,0.001339904,0.002662375,0.0004886649,0.00003453147,0.001106941,0.008018042],"genre_scores_gemma":[0.9913487,0.00003657175,0.000983662,0.0003071352,0.0004961865,0.00009270667,0.0003288899,0.0001355926,0.006270497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1385215,"threshold_uncertainty_score":0.9998581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02203041185953026,"score_gpt":0.2468176877868112,"score_spread":0.224787275927281,"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."}}