{"id":"W7019561326","doi":"","title":"hygIRC helps design community choose optimal building envelope components and systems","year":2003,"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":"Envelope (radar); Key (lock); Scheme (mathematics); Systems design; Design methods","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":[0.00352797,0.001391317,0.0009074126,0.001646709,0.001017374,0.002510545,0.001169375,0.001387496,0.02463574],"category_scores_gemma":[0.003776133,0.0008922759,0.0007567087,0.0008693848,0.0005887193,0.001997555,0.001902504,0.0009118049,0.006763873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151541,"about_ca_system_score_gemma":0.00200953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004537519,"about_ca_topic_score_gemma":0.0114765,"domain_scores_codex":[0.998214,0.0006215948,0.0000882434,0.0002079108,0.0007574796,0.0001106664],"domain_scores_gemma":[0.9980686,0.0005147658,0.0001369286,0.0003571951,0.0008489449,0.00007353725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002263156,0.0005344918,0.008887369,0.0006622794,0.00006865223,0.0002188828,0.0007324699,0.1772766,0.0529116,0.05356557,0.01990134,0.6850143],"study_design_scores_gemma":[0.0001933418,0.0009198337,0.007117749,0.0003057951,0.0001269366,0.0005158653,0.001412763,0.5700117,0.08011694,0.02036572,0.318753,0.0001602785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06540034,0.0006972341,0.8354455,0.001865247,0.0001233863,0.0003545344,0.0004364844,0.003938161,0.09173906],"genre_scores_gemma":[0.2006868,0.0006411579,0.7644752,0.0003731931,0.00005798375,0.0001852695,0.0005841991,0.0009030757,0.03209316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02463574,"threshold_uncertainty_score":0.08241475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006645563515709,"score_gpt":0.2122860495301757,"score_spread":0.1822195938950187,"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."}}