{"id":"W4413799370","doi":"10.1002/adma.202509980","title":"Bionic Nanogel Interfaces Unlock Long‐Term Stability in Zn Metal Electrodeposition‐Based Electrochromic Windows","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced battery technologies research","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Electrochromism; Materials science; Nanogel; Nanotechnology; Metal; Term (time); Chemical engineering; Metallurgy; Electrode","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":[0.00008688786,0.0002573399,0.000117025,0.0001300784,0.0000983523,0.0002824213,0.0001848526,0.0002398814,0.0004546304],"category_scores_gemma":[0.0001921416,0.0001564837,0.0001470168,0.00008992194,0.0001661298,0.0003824373,0.0002467424,0.0003123292,0.0002003032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001935945,"about_ca_system_score_gemma":0.0001633301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003282226,"about_ca_topic_score_gemma":0.0008614595,"domain_scores_codex":[0.9999298,0.000004699203,0.000005393636,0.00002034454,0.00002159427,0.00001818404],"domain_scores_gemma":[0.9999183,0.00001678072,0.00002751682,0.000008201803,0.00001654899,0.00001252392],"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":[0.000009862631,0.000003988445,0.00003785283,0.00001587857,0.000001522428,0.00001301714,0.00001104729,0.0000395467,0.9987675,0.00007634618,0.00001592297,0.001007555],"study_design_scores_gemma":[0.00000159507,0.00001861368,0.0002289349,0.000001855731,0.000003479725,0.0000197746,0.000007623546,0.0003854645,0.9987853,0.00001483927,0.0005307665,0.000001777895],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869629,0.001492191,0.009819459,0.00005693751,0.00003625086,0.00001636307,0.00008325084,0.0001850968,0.001347659],"genre_scores_gemma":[0.9946603,0.0006376947,0.003377168,0.00003545129,0.000007071539,0.00001570264,0.00007325412,0.00002531006,0.001167916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004546304,"threshold_uncertainty_score":0.001520932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009545159560933242,"score_gpt":0.2716644518031585,"score_spread":0.2621192922422252,"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."}}