{"id":"W7061441139","doi":"","title":"Proceedings of the 8th International congress on architectural technology (ICAT 2019): architectural technology, facing the renovation and refurbishment challenge.","year":2019,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Thermal Analysis in Power Transmission","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Canadian Institute for Theoretical Astrophysics","keywords":"Focus (optics); Theme (computing); Dissemination; Architectural engineer; Architecture; Construction industry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001587594,0.0003452243,0.0003520245,0.0009039399,0.0009426854,0.0001468885,0.003364241,0.0002757146,0.00007503845],"category_scores_gemma":[0.00002587554,0.000275125,0.0001450554,0.001346859,0.0007744228,0.001010815,0.002346359,0.0006769313,0.00001032969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009522592,"about_ca_system_score_gemma":0.0001015811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002590626,"about_ca_topic_score_gemma":0.0002430137,"domain_scores_codex":[0.9982609,0.00004700191,0.0003007473,0.0006032246,0.0004641025,0.0003240771],"domain_scores_gemma":[0.9988053,0.00007316132,0.0003293082,0.0004440503,0.0002592468,0.00008888689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004229657,0.000894561,0.1744806,0.0005962796,0.003446895,0.0004339394,0.001907883,0.1620267,0.1997918,0.4057709,0.003609854,0.04281083],"study_design_scores_gemma":[0.006309838,0.0005103848,0.04621103,0.002011041,0.0006199713,0.001104359,0.00273273,0.01323162,0.1819779,0.001661368,0.741437,0.002192814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9156927,0.0000825498,0.0001543691,0.003395838,0.001017408,0.0007277353,0.00002868618,0.0001678571,0.07873289],"genre_scores_gemma":[0.9830922,0.00009459609,0.0002528221,0.00005183387,0.00003310925,0.000001677404,0.000019412,0.0000200023,0.01643439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7378271,"threshold_uncertainty_score":0.9999701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0070024928955794,"score_gpt":0.2165116173309705,"score_spread":0.2095091244353911,"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."}}