{"id":"W7132449234","doi":"","title":"Experimental and simulation analysis of thermal transmittance of vacuum insulated glazing for predicting service life","year":2025,"lang":"en","type":"article","venue":"NPARC","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glazing; Thermal transmittance; Transmittance; Thermal; Service life; Building energy simulation; Thermal comfort","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004286751,0.000319046,0.000225185,0.0003167765,0.0002296308,0.0003226521,0.0004333664,0.0004118787,0.001312119],"category_scores_gemma":[0.0007708887,0.0001437129,0.0003246305,0.0003834963,0.0003200406,0.0003282993,0.0001326152,0.000275224,0.0001961493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007673377,"about_ca_system_score_gemma":0.0003554581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007401833,"about_ca_topic_score_gemma":0.007476195,"domain_scores_codex":[0.9998117,0.00002806731,0.000008553142,0.00003130227,0.00009227576,0.00002813787],"domain_scores_gemma":[0.9996548,0.0001565967,0.00003900546,0.00004634722,0.00008957599,0.00001373214],"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":[0.0002951277,0.0001019079,0.009123968,0.000134821,0.00001712464,0.0001998313,0.0002180454,0.8697965,0.1084632,0.00113918,0.0004810103,0.01002919],"study_design_scores_gemma":[0.00001691536,0.0002953057,0.00640923,0.00001237027,0.00001322864,0.00003522238,0.00007218306,0.9339669,0.05841421,0.0001774043,0.0005685006,0.00001845436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839815,0.00007312537,0.01226844,0.00003083828,0.00001250223,0.00003156941,0.000361643,0.0002655686,0.002974745],"genre_scores_gemma":[0.9959767,0.00004425769,0.003382384,0.000004145641,0.000001006126,0.00002242308,0.0001005461,0.00001449014,0.0004540719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007401833,"threshold_uncertainty_score":0.01471746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007809095720649764,"score_gpt":0.2329836523908694,"score_spread":0.2251745566702197,"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."}}