{"id":"W4410347377","doi":"10.1016/j.csite.2025.106327","title":"Photothermal management of mechano-chromic window based on stretchable metasurface","year":2025,"lang":"en","type":"article","venue":"Case Studies in Thermal Engineering","topic":"Thermal Radiation and Cooling Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta; Science and Technology Innovation Talents in Universities of Henan Province; Innovation Scientists and Technicians Troop Construction Projects of Henan Province; Natural Science Foundation of Henan Province; Sichuan University of Science and Engineering; National Natural Science Foundation of China","keywords":"Photothermal therapy; Materials science; Window (computing); Nanotechnology; Optoelectronics; Optics; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000166935,0.0002146472,0.0002979365,0.0002792499,0.00003106412,0.000007255184,0.0001684103,0.00007247389,0.00002026148],"category_scores_gemma":[0.00002528257,0.0002162316,0.00006600417,0.000401912,0.00004000837,0.00004783144,0.00006142324,0.0001800628,0.000004848142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001536032,"about_ca_system_score_gemma":0.000006558379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004027931,"about_ca_topic_score_gemma":0.000001571473,"domain_scores_codex":[0.9991862,0.00001173383,0.0002706099,0.0001689565,0.00009949032,0.0002630748],"domain_scores_gemma":[0.999536,0.00008968246,0.00002682628,0.000307338,0.00002059637,0.00001958763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001735822,0.00001989408,0.00002302253,0.0004908048,0.0002440375,0.0004541348,0.0001734267,0.9867236,0.007414551,0.001704455,0.00002693057,0.002707772],"study_design_scores_gemma":[0.001056423,0.00004433712,0.0002715633,0.0007064381,0.00006306943,0.00001962366,0.001645586,0.8772346,0.1183153,0.00006259433,0.0002483396,0.0003321049],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887165,0.002928449,0.003961646,0.00002402319,0.0005599315,0.0002673695,0.00001236067,0.000638077,0.002891578],"genre_scores_gemma":[0.9974784,0.0001682541,0.002176332,0.00002242533,0.000009483985,0.00006934551,9.065125e-7,0.00003007674,0.00004472926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1109008,"threshold_uncertainty_score":0.8817668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374096928419232,"score_gpt":0.2550058764860811,"score_spread":0.2412649072018888,"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."}}