{"id":"W7131122471","doi":"10.1109/nemo59437.2024.11395846","title":"Multiphysics Design & Analysis of Silver-Based Low-Emissivity Coating Technology for Energy Saving Sustainable Windows Applications","year":2024,"lang":"","type":"article","venue":"","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ansys (Canada)","funders":"","keywords":"Coating; Multiphysics; Ray tracing (physics); Attenuation; Energy (signal processing); Window (computing); Leverage (statistics)","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":[0.000736058,0.0004599533,0.0009456679,0.001693778,0.0002734521,0.0002270717,0.0006182244,0.000596331,0.00009462625],"category_scores_gemma":[0.000387144,0.0004830427,0.0004535896,0.004909552,0.0001963714,0.0001795132,0.0002595122,0.0002282787,0.000005527445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000253194,"about_ca_system_score_gemma":0.0002178693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003194701,"about_ca_topic_score_gemma":0.00005405804,"domain_scores_codex":[0.9973292,0.00005089565,0.0009205491,0.0007003708,0.000181701,0.0008172805],"domain_scores_gemma":[0.9972584,0.001166629,0.0001870111,0.0009888931,0.0003331999,0.00006591279],"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":[0.00001768626,0.00009779961,0.0001613467,0.002112285,0.001391158,0.000003196761,0.00005766614,0.4759444,0.4240342,0.06569598,0.0001098066,0.0303745],"study_design_scores_gemma":[0.0001793592,0.00004423236,0.00001611129,0.0001440178,0.001175922,4.738149e-7,0.0002472402,0.5111913,0.474793,0.006148057,0.005702486,0.0003577587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04508888,0.001514121,0.9497495,0.0002073078,0.0001346308,0.0009335826,0.00008697735,0.0021125,0.0001725305],"genre_scores_gemma":[0.8505252,0.00009755161,0.1479906,0.000008632039,0.00005784699,0.0007773297,0.00005004677,0.00007863579,0.0004141822],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8054363,"threshold_uncertainty_score":0.9997621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657834788100104,"score_gpt":0.2557827783120613,"score_spread":0.2392044304310603,"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."}}