{"id":"W3006867560","doi":"10.1080/19401493.2020.1727954","title":"Development of reference summer weather years for analysis of overheating risk in buildings","year":2020,"lang":"en","type":"article","venue":"Journal of Building Performance Simulation","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Overheating (electricity); Environmental science; Extreme heat; Meteorology; Heat stress; Climatology; Heat load; Climate change; Geography; Engineering; Atmospheric sciences","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006948061,0.00006700586,0.000270843,0.0001725729,0.00003973949,0.000005514319,0.00009962336,0.00004321601,0.0001134906],"category_scores_gemma":[0.0001381055,0.00006113615,0.00006330387,0.0005803729,0.00001962873,0.0002733888,0.00003325108,0.0001034627,9.557217e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001229387,"about_ca_system_score_gemma":0.00002153397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002730212,"about_ca_topic_score_gemma":0.00002425732,"domain_scores_codex":[0.9988241,0.00001608844,0.000663981,0.00008995824,0.0002629875,0.0001428684],"domain_scores_gemma":[0.9988958,0.0001124999,0.0008336212,0.00005603056,0.00003710353,0.00006494483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001183698,0.00001933481,0.424733,0.00004205983,0.00002503353,1.52906e-7,0.003790146,0.5381218,0.01090297,0.000001798599,0.000009203151,0.02223616],"study_design_scores_gemma":[0.0004087862,0.0001246445,0.6102028,0.0001052632,0.0000835058,1.849527e-7,0.0001410556,0.3842334,0.004203136,0.000009363855,0.0004288822,0.00005893362],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994462,0.00002521573,0.005311982,0.00003732814,0.00002586946,0.00009238764,0.000004845398,0.000002184894,0.00003825194],"genre_scores_gemma":[0.9753895,0.00006211143,0.02446305,0.00004743896,0.00002700261,9.291329e-7,0.000001944878,0.000006150115,0.000001849023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1854699,"threshold_uncertainty_score":0.249306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118442153944341,"score_gpt":0.361559955653302,"score_spread":0.243117801708961,"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."}}