{"id":"W7096343523","doi":"","title":"Refereed Paper A SIMULATION DESIGN STUDY FOR THE FAÇADE RENOVATION","year":2015,"lang":"en","type":"article","venue":"","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Daylight; Overheating (electricity); Facade; Shading; Glazing; Daylighting; Thermal comfort; Solar gain; Thermal","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006311999,0.0005901986,0.0004647516,0.0004173024,0.0006644967,0.001051354,0.0007899206,0.0008736574,0.04368246],"category_scores_gemma":[0.001247611,0.0002439382,0.0007766393,0.0003722982,0.0001680929,0.0003797632,0.0003528828,0.0004719655,0.002279823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143332,"about_ca_system_score_gemma":0.001664189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03987125,"about_ca_topic_score_gemma":0.03924839,"domain_scores_codex":[0.9997538,0.00009731812,0.000008358509,0.00002986357,0.00007919555,0.00003149484],"domain_scores_gemma":[0.9993801,0.0002812671,0.00002709697,0.00004887964,0.0002116747,0.00005092887],"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":[0.0002112142,0.0002061151,0.002751412,0.0002217397,0.00004493528,0.0003023784,0.0001533029,0.9508211,0.005791876,0.004628808,0.006880401,0.02798659],"study_design_scores_gemma":[0.0001587654,0.0004042539,0.001905256,0.00004640729,0.00005017509,0.00006002092,0.0001606016,0.9578301,0.003400008,0.001589201,0.03435981,0.00003544076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3616379,0.001249855,0.4435477,0.001863749,0.001260291,0.002139068,0.008875768,0.002641584,0.1767842],"genre_scores_gemma":[0.7982972,0.0009815879,0.1209577,0.0002496707,0.0001016471,0.0008889394,0.003320784,0.0005294681,0.07467292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04368246,"threshold_uncertainty_score":0.1461323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06593371394564931,"score_gpt":0.3985973440226395,"score_spread":0.3326636300769902,"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."}}