{"id":"W4405235310","doi":"10.1016/j.buildenv.2024.112447","title":"Full-scale assessment of a liquid CsWO3-SnO2 near-infrared shielding coating and a nanoceramic WO3 photochromic window film for in-situ window retrofits","year":2024,"lang":"en","type":"article","venue":"Building and Environment","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nanoceramic; Window (computing); Electromagnetic shielding; Materials science; Photochromism; Infrared; Coating; In situ; Optics; Optoelectronics; Nanotechnology; Ceramic; Composite material; Chemistry; Organic chemistry; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009016382,0.0002293443,0.0004233077,0.0001139351,0.0001351176,0.0002005577,0.000114685,0.0001195937,0.0001252679],"category_scores_gemma":[0.0000224543,0.0002205489,0.00006786994,0.00008712557,0.0001495957,0.0002372952,0.0001059826,0.00009876802,0.000004976883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001408978,"about_ca_system_score_gemma":0.00004549067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002609289,"about_ca_topic_score_gemma":0.000008313385,"domain_scores_codex":[0.9982196,0.0000883743,0.0005313097,0.0005609337,0.0002466198,0.0003531355],"domain_scores_gemma":[0.9993944,0.0001824699,0.0001232785,0.0001985446,0.000007491261,0.00009377105],"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":[0.0001635571,0.00003411647,0.0002858807,0.0004511162,0.00001294706,0.000009788113,0.0006847671,0.0007416738,0.9969488,0.0001051645,0.000009905113,0.0005522915],"study_design_scores_gemma":[0.001092685,0.0007782147,0.0138944,0.0006498911,0.00006355122,0.00004437517,0.0002160009,0.002116844,0.9803965,0.0002312149,0.0002195628,0.0002967502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994384,0.0007427773,0.003570655,0.0001239302,0.0002689899,0.0006853523,0.00008180898,0.00006077073,0.00008173904],"genre_scores_gemma":[0.9616486,0.0001634956,0.03785653,0.00004198673,0.0000580717,0.0001371333,0.00001011646,0.00003327028,0.00005081788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03428587,"threshold_uncertainty_score":0.8993724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127446640375939,"score_gpt":0.2546903243003692,"score_spread":0.2434158578966098,"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."}}