{"id":"W2370508310","doi":"","title":"Research on Building's Energy Conservation Based on a Certain Project","year":2006,"lang":"en","type":"article","venue":"Sci-Tech Information Development & Economy","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Amenity; Energy conservation; Quarter (Canadian coin); Energy consumption; Architectural engineering; Expanded polystyrene; Consumption (sociology); Window (computing); Engineering; Business; Computer science; Geography; Sociology; Materials science","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":[0.0005406771,0.0001643178,0.0001174313,0.0009169855,0.0002426933,0.0001393938,0.0001676551,0.00008234683,0.00005263267],"category_scores_gemma":[0.00001555527,0.0001654956,0.00003119717,0.0004601691,0.00002904092,0.0004627521,0.00002024735,0.0001822826,0.0002247328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003603674,"about_ca_system_score_gemma":0.0003137925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004238313,"about_ca_topic_score_gemma":0.00001658297,"domain_scores_codex":[0.9987855,0.00003927476,0.0004409635,0.0001339332,0.0003030038,0.0002973482],"domain_scores_gemma":[0.9994198,0.0001874008,0.0000606161,0.0001515919,0.0001387174,0.00004187805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005617346,0.00003997096,0.0001886248,0.00007473238,0.00002317566,0.000001677433,0.0002641468,0.821956,0.00003992438,0.05123936,0.04166899,0.08444718],"study_design_scores_gemma":[0.0004723616,0.00007169439,0.003102764,0.00006204728,0.000001510783,0.000001872316,0.0000495627,0.323993,0.01074452,0.005755092,0.6554639,0.0002816772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04811063,0.00001588202,0.5611915,0.0009817642,0.0002473561,0.0008007222,0.000009388013,0.0006909452,0.3879518],"genre_scores_gemma":[0.9834546,0.00000139121,0.01465299,0.001087497,0.00007079524,0.0003053162,0.0002544368,0.00001638265,0.0001565408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.935344,"threshold_uncertainty_score":0.6748716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02424394485202794,"score_gpt":0.2562468909821822,"score_spread":0.2320029461301542,"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."}}