{"id":"W2790970343","doi":"","title":"THERMAL AND MECHANICAL SYSTEMS DESCRIPTORS FOR SIMPLIFIED ENERGY USE EVALUATION OF CANADIAN HOUSES","year":2012,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vintage; Archetype; Envelope (radar); Energy (signal processing); Software; Key (lock); Computer science; Field (mathematics); Architectural engineering; Industrial engineering; Engineering drawing; Engineering; Mathematics; Statistics; Geography; Programming language; Telecommunications; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003288199,0.00009162183,0.0001393404,0.0002180099,0.00003448301,0.00002159879,0.00006479581,0.00009923326,0.000003443388],"category_scores_gemma":[0.00007060192,0.00009115016,0.00002622521,0.0001677874,0.00001711826,0.0003542818,0.00001016024,0.00003427851,4.042636e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004647111,"about_ca_system_score_gemma":0.00001943377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003331468,"about_ca_topic_score_gemma":0.0003183346,"domain_scores_codex":[0.9993871,0.000003016425,0.0001851471,0.00007966498,0.0001518848,0.0001931268],"domain_scores_gemma":[0.9995388,0.00003119854,0.00005702356,0.00004041628,0.0002319844,0.0001005445],"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":[0.00006729781,0.00007239797,0.008589803,0.0006292004,0.0002415682,5.555093e-8,0.0006296548,0.6056877,0.129649,0.2447613,0.003082138,0.006589958],"study_design_scores_gemma":[0.0008174467,0.00009143813,0.001822215,0.0001403326,0.0002353496,0.000004044097,0.0002950738,0.8206347,0.1707,0.0003941698,0.004525229,0.0003400316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972241,0.0005163796,0.001256027,0.00001011534,0.0002198833,0.000162373,0.00001065012,0.00005590426,0.0005445826],"genre_scores_gemma":[0.9983158,0.00005353906,0.001451276,0.00001048008,0.00007298082,0.00005133067,0.000005334841,0.00002639075,0.00001284954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2443671,"threshold_uncertainty_score":0.5036205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04493735314813451,"score_gpt":0.2176854990004667,"score_spread":0.1727481458523321,"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."}}