{"id":"W2796515212","doi":"10.2307/1504728","title":"Envelope Design for Buildings","year":2000,"lang":"en","type":"article","venue":"APT Bulletin","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Envelope (radar); Building envelope; Architectural engineering; Engineering; Civil engineering; Construction engineering; Geography; Telecommunications; Meteorology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008647806,0.00009318414,0.0000923196,0.00001448494,0.0003142736,0.00009022499,0.0001261222,0.00002269876,0.04799332],"category_scores_gemma":[0.00001212954,0.00006432498,0.00005714254,0.0000100301,0.0001009228,0.00003145546,0.000007729293,0.00005131074,0.001393132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005032075,"about_ca_system_score_gemma":0.000006665446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009973957,"about_ca_topic_score_gemma":0.00002293884,"domain_scores_codex":[0.9994898,0.00001619133,0.0001124168,0.0001369677,0.00006784379,0.0001767176],"domain_scores_gemma":[0.9997622,0.00007584816,0.00002212799,0.00007400887,0.00003203047,0.0000337667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009828568,0.00002856669,0.000005051317,0.00001478507,0.00003323696,0.000002723555,0.02374998,0.0001002036,0.0001713748,0.0849873,0.7615304,0.1292781],"study_design_scores_gemma":[0.0001287547,0.00008337047,0.00001007726,0.00001050252,0.000009501959,0.000002066385,0.0003617365,0.00000499818,0.0004201936,0.004142857,0.9947074,0.0001185131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1668035,0.001458791,0.00236017,0.04663184,0.0005732275,0.001480961,0.000055456,0.0005707135,0.7800654],"genre_scores_gemma":[0.6382928,0.00006652065,0.01127401,0.0120836,0.001567539,0.0001788197,0.00001763595,0.00003390594,0.3364852],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4714893,"threshold_uncertainty_score":0.9993844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03782267355222979,"score_gpt":0.223586000011315,"score_spread":0.1857633264590852,"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."}}