{"id":"W4388182070","doi":"10.2139/ssrn.4615975","title":"Surrogate Modelling Methodology for Predicting Annual Site Energy for Single-Family Wartime Bungalow Archetypes in Toronto","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Archetype; Archaeology; Energy (signal processing); Geography; Geology; Art; Statistics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003298023,0.0003910593,0.0004807067,0.0003750075,0.0004878511,0.0008973078,0.0008031604,0.0006154164,0.00179562],"category_scores_gemma":[0.001304971,0.0003015953,0.0004975466,0.000896413,0.0003186387,0.0004811612,0.0004767994,0.000510941,0.0001929766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001902364,"about_ca_system_score_gemma":0.00132792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2433577,"about_ca_topic_score_gemma":0.2771962,"domain_scores_codex":[0.999878,0.00004358356,0.000004650421,0.00002157464,0.00002219019,0.00002999962],"domain_scores_gemma":[0.9997843,0.00009401584,0.0000216883,0.00002284938,0.00005809269,0.00001917441],"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":[0.00003308846,0.000006442175,0.002280759,0.000008833712,0.00001053474,0.00001984912,0.00002409273,0.9931496,0.0001990923,0.001299068,0.0003238616,0.002644841],"study_design_scores_gemma":[0.00000134504,0.00000410136,0.001081739,0.000002103161,0.000001732887,0.000002055175,0.00002247488,0.9982318,0.0001002429,0.0003899318,0.0001598858,0.000002580157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8826779,0.0003225783,0.1059398,0.0002912574,0.00002743707,0.00003007619,0.002018006,0.0001883522,0.00850454],"genre_scores_gemma":[0.9912266,0.00005860759,0.005848534,0.000006126224,0.000003123204,0.00001350967,0.0008447964,0.00002793222,0.001970777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2433577,"threshold_uncertainty_score":0.4838824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04906487713833433,"score_gpt":0.2722927563018803,"score_spread":0.2232278791635459,"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."}}