{"id":"W4415273165","doi":"","title":"Shape optimisation of the energy efficiency of building retrofitted facade","year":2023,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Efficient energy use; Facade; Energy (signal processing); Energy consumption; Renewable energy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001860102,0.0001701093,0.0002171238,0.0001818599,0.0001771427,0.00003232609,0.0006758684,0.0001407787,0.000116453],"category_scores_gemma":[0.0006570271,0.0001640903,0.0001685454,0.001401434,0.0002297828,0.00008824779,0.0002523254,0.0002223235,0.00001100753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006476507,"about_ca_system_score_gemma":0.0001105239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000501484,"about_ca_topic_score_gemma":0.00007160216,"domain_scores_codex":[0.9968688,0.001732473,0.00048108,0.0002516171,0.0004049128,0.0002611278],"domain_scores_gemma":[0.9968233,0.001508021,0.0002633884,0.0006487272,0.0006896033,0.00006697447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001003134,0.0001923136,0.001216519,0.0003311297,0.0001148753,0.000001759024,0.01091212,0.1434034,0.1571095,0.5017123,0.001428735,0.1835673],"study_design_scores_gemma":[0.0002377857,6.176739e-7,0.00910205,0.0009037441,0.00003374322,0.000004435481,0.00007798027,0.5932476,0.3861828,0.006884487,0.003164192,0.0001605197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3792294,0.002102759,0.5992669,0.008097154,0.0003959423,0.0001858765,0.00004351169,0.0001608156,0.01051758],"genre_scores_gemma":[0.9730532,0.0003268347,0.02202576,0.00002890458,0.00002072577,0.00001011911,0.00004455475,0.0000312036,0.004458749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5938237,"threshold_uncertainty_score":0.6691408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101970104174994,"score_gpt":0.2088750166649969,"score_spread":0.1978553156232469,"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."}}