{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002112354,0.0003775609,0.0004655613,0.0004366852,0.0001714093,0.000604131,0.0003756194,0.0005208453,0.00341257],"category_scores_gemma":[0.0005882712,0.0001802195,0.0004441688,0.0005059936,0.0002400995,0.0002164351,0.0003250024,0.000222003,0.0004678594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003982814,"about_ca_system_score_gemma":0.000227084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001756547,"about_ca_topic_score_gemma":0.002420799,"domain_scores_codex":[0.9998801,0.00002352608,0.000002853512,0.00001672919,0.00004906315,0.00002764217],"domain_scores_gemma":[0.9998131,0.00007521728,0.00001860478,0.00003225658,0.00004802593,0.00001275411],"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":[0.0002213764,0.00003650358,0.001259729,0.00005755837,0.00001895535,0.0000447845,0.00002923876,0.946137,0.02510131,0.001044945,0.0002031617,0.02584538],"study_design_scores_gemma":[0.0000135586,0.0001866059,0.004113203,0.000008626618,0.00002391331,0.0000448615,0.00005749289,0.9774146,0.01621581,0.0008085897,0.001100564,0.00001225393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8869867,0.0003287973,0.08468741,0.00008422611,0.00003980643,0.00002150372,0.0001794467,0.0004229167,0.02724929],"genre_scores_gemma":[0.9952959,0.00004377888,0.00330941,0.000005200023,0.000002091272,0.000005804177,0.00004200424,0.00005057299,0.001245117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00341257,"threshold_uncertainty_score":0.0114162,"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."}}