{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003973568,0.0008375359,0.0004146328,0.003942503,0.001302085,0.001364204,0.0008561086,0.000237957,0.02732704],"category_scores_gemma":[0.001943738,0.000243415,0.000739966,0.007090343,0.0003940984,0.0006648581,0.0005772881,0.0005790924,0.003045327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009417232,"about_ca_system_score_gemma":0.00999476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8190227,"about_ca_topic_score_gemma":0.9142148,"domain_scores_codex":[0.9992886,0.0000467816,0.00005185407,0.00006423758,0.0004492415,0.00009937763],"domain_scores_gemma":[0.9990376,0.00006928007,0.00006084855,0.00009559411,0.0007022932,0.00003435993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003144818,0.0001992767,0.0606536,0.001234245,0.0001032361,0.000423115,0.001415431,0.07036978,0.0183153,0.1304925,0.2025714,0.5139076],"study_design_scores_gemma":[0.00004433412,0.0001126494,0.2577886,0.0001763041,0.00006899016,0.0004066729,0.001598318,0.06215155,0.01131091,0.01124494,0.6548836,0.0002131198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1421869,0.0009979107,0.2157311,0.0003605087,0.0002941084,0.001774389,0.2202031,0.006259989,0.4121922],"genre_scores_gemma":[0.5183631,0.001573592,0.2358985,0.0001738597,0.00005253904,0.0014428,0.1376563,0.001111698,0.1037276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1809773,"threshold_uncertainty_score":0.3640863,"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."}}