{"id":"W4413048784","doi":"10.1002/adma.202511662","title":"Dynamic Confinement and High‐Entropy Catalytic Synergy Engineering in Hollow Nano‐Metal‐Organic Frameworks","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Metal-Organic Frameworks: Synthesis and Applications","field":"Chemistry","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"National Natural Science Foundation of China","keywords":"Materials science; Nano-; Nanotechnology; Catalysis; Metal-organic framework; Metal; Entropy (arrow of time); Thermodynamics; Physical chemistry; Metallurgy; Adsorption; Composite material; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008359658,0.0001636358,0.0001280906,0.0001592897,0.0001715702,0.0002011405,0.0002713946,0.0001699521,0.0005646074],"category_scores_gemma":[0.0001075201,0.00009937498,0.0001503774,0.00011455,0.0002532153,0.0002605491,0.0003263057,0.0001424854,0.0000942669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003877215,"about_ca_system_score_gemma":0.0002045297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104564,"about_ca_topic_score_gemma":0.002388662,"domain_scores_codex":[0.9999365,0.000004559604,0.000002620979,0.0000119127,0.00001980521,0.00002470773],"domain_scores_gemma":[0.9999615,0.000007430737,0.00001174911,0.00000509167,0.000005690632,0.000008425454],"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":[0.00009377991,0.00004287652,0.0004422975,0.0001309368,0.00001858774,0.0001287967,0.00005362935,0.006182748,0.9777448,0.006041452,0.0002457267,0.0088744],"study_design_scores_gemma":[0.0000262723,0.0001450607,0.001317092,0.000006033134,0.0000119442,0.00008081194,0.00003962926,0.03773803,0.9559955,0.0006281776,0.003986282,0.0000252065],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889376,0.0004784057,0.007355487,0.00005063065,0.0000142816,0.00001376262,0.00003968546,0.0001272707,0.002982846],"genre_scores_gemma":[0.9984301,0.00006424732,0.001254316,0.000006218135,0.000001791117,0.000005461964,0.00000905524,0.00000447373,0.0002241889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00104564,"threshold_uncertainty_score":0.00281316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003329329294769187,"score_gpt":0.216124125549874,"score_spread":0.2127947962551048,"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."}}