{"id":"W4200471682","doi":"10.3389/frsc.2021.700794","title":"Impact of Window-to-Wall Ratio on Heating Demand and Thermal Comfort When Considering a Variety of Occupant Behavior Profiles","year":2021,"lang":"en","type":"article","venue":"Frontiers in Sustainable Cities","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Thermal comfort; Computer science; Schedule; Parametric statistics; Energy consumption; Variance (accounting); Simulation; Environmental science; Statistics; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008099183,0.0005590493,0.0005425494,0.0003510629,0.0001973513,0.000657648,0.0003671588,0.0004554333,0.000843883],"category_scores_gemma":[0.00215691,0.0002404773,0.0006053183,0.0003744787,0.0003242349,0.0007984647,0.0004232619,0.0003003018,0.0001010866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003376535,"about_ca_system_score_gemma":0.0003525451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004272326,"about_ca_topic_score_gemma":0.004210251,"domain_scores_codex":[0.9995695,0.0001534683,0.0000142938,0.00007844826,0.00007962105,0.0001046575],"domain_scores_gemma":[0.9988551,0.0008211425,0.000104981,0.00009942019,0.00007206657,0.00004721101],"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":[0.0002360682,0.0001200712,0.02659206,0.00005055092,0.00008357679,0.0002186086,0.0000569149,0.9502193,0.0124204,0.0007633918,0.0000938838,0.009145248],"study_design_scores_gemma":[0.000006477545,0.0003353415,0.03150564,0.000008678193,0.00008034024,0.0001223533,0.0002000795,0.9592892,0.007577659,0.0006521001,0.0001971433,0.00002489292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895657,0.00009366731,0.008949091,0.00002401175,0.000004393514,0.000008883153,0.00009173393,0.00003163203,0.00123082],"genre_scores_gemma":[0.9991998,0.00002868997,0.0006233975,0.000002509385,0.000001073671,0.000002509102,0.00003290595,0.000006458701,0.0001027119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004272326,"threshold_uncertainty_score":0.008494914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007305504544812189,"score_gpt":0.2166545901158497,"score_spread":0.2093490855710375,"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."}}