{"id":"W4246429167","doi":"10.26868/25222708.2019.210707","title":"Using Model Calibration To Improve Urban Modeling","year":2020,"lang":"en","type":"article","venue":"Building Simulation Conference proceedings","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Calibration; Computer science; Statistics; Mathematics","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":[0.002334748,0.001209512,0.0008251982,0.0009077555,0.0004237365,0.001707517,0.001376102,0.001159473,0.002898773],"category_scores_gemma":[0.008648715,0.0008029435,0.0008463298,0.001318705,0.0004124331,0.00239805,0.001339432,0.001256872,0.000812187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081344,"about_ca_system_score_gemma":0.001066847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01135335,"about_ca_topic_score_gemma":0.006564069,"domain_scores_codex":[0.9989769,0.0004565373,0.00006940329,0.0001833877,0.0002244532,0.00008923432],"domain_scores_gemma":[0.9968496,0.001335405,0.0001975082,0.0009740217,0.0005988014,0.0000447078],"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":[0.00001362729,0.00001897952,0.00121202,0.00002825673,0.00002043093,0.00001582693,0.0000255133,0.9886187,0.0006322716,0.001339461,0.0002749318,0.007799977],"study_design_scores_gemma":[0.000009783539,0.00002023953,0.0007262295,0.00002255042,0.00001434794,0.00001556511,0.00003046972,0.9928635,0.002025038,0.002146149,0.002104368,0.00002180515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2047084,0.0004651641,0.7712473,0.0005852934,0.000136845,0.0001767156,0.001674119,0.005346664,0.01565952],"genre_scores_gemma":[0.9003786,0.0003284768,0.09579506,0.0001205039,0.00001989968,0.0001385996,0.001508121,0.0007050792,0.001005726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01135335,"threshold_uncertainty_score":0.02257454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07870947240019859,"score_gpt":0.2926918185887374,"score_spread":0.2139823461885388,"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."}}