{"id":"W3177086154","doi":"","title":"BIM기반 서머타임 적용이 건축물 에너지소비량에 미치는 영향에 대한 연구","year":2013,"lang":"ko","type":"article","venue":"대한건축학회지회연합회 학술발표대회논문집","topic":"Diverse Academic Research Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Daylight; Energy consumption; Consumption (sociology); Global warming; Environmental science; Business; Climate change; Geography; Environmental protection; Engineering","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00309078,0.0008749422,0.001237582,0.0008342026,0.001700098,0.00146048,0.003611442,0.001154188,0.05533059],"category_scores_gemma":[0.002152687,0.0008468112,0.0009756301,0.00372964,0.002128727,0.002448788,0.00114324,0.001943592,0.06439083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000817774,"about_ca_system_score_gemma":0.001217386,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0445759,"about_ca_topic_score_gemma":0.001402914,"domain_scores_codex":[0.9882684,0.001540294,0.001304444,0.001726111,0.00383591,0.003324812],"domain_scores_gemma":[0.9938761,0.0009154476,0.0006206674,0.00158772,0.0009455761,0.002054495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008204317,0.0007337143,0.06112183,0.000186481,0.001575797,0.0002340779,0.0201724,0.00006742075,0.002994785,0.02092737,0.7787006,0.1132035],"study_design_scores_gemma":[0.002172242,0.000465112,0.03165823,0.000368246,0.0006830366,0.00001198602,0.04377585,0.002071779,0.001094789,0.02114012,0.8939405,0.00261808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4702812,0.004969615,0.0005100173,0.06763298,0.003834415,0.004421738,0.0004564147,0.0009898231,0.4469038],"genre_scores_gemma":[0.8367488,0.005788864,0.0006336423,0.00210714,0.002352845,0.0002164277,0.00007293226,0.0001240004,0.1519553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3664677,"threshold_uncertainty_score":0.9995996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03716272853527625,"score_gpt":0.348749325979079,"score_spread":0.3115865974438027,"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."}}