{"id":"W3098329005","doi":"","title":"RETScreen을 활용한 건물에서의 지열 히트펌프 시스템 적용 사전 분석연구","year":2020,"lang":"ko","type":"article","venue":"태양에너지(한국태양에너지학회 논문집)","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy consumption; Heat pump; Renewable energy; Environmental science; Engineering; Greenhouse gas; Civil engineering; Environmental engineering; Mechanical 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001260172,0.0008445283,0.001076557,0.00009743084,0.001448889,0.0003821975,0.001550613,0.0009502972,0.008670056],"category_scores_gemma":[0.0003393258,0.0008656032,0.0006397794,0.00123136,0.001017798,0.0007603217,0.000597548,0.000922925,0.009288192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004341926,"about_ca_system_score_gemma":0.0002213553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005462509,"about_ca_topic_score_gemma":0.001523184,"domain_scores_codex":[0.9927427,0.001036848,0.001187889,0.001543093,0.001764846,0.001724623],"domain_scores_gemma":[0.9967038,0.000326147,0.0005594004,0.0008823747,0.00006615632,0.001462124],"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":[0.001264401,0.001755099,0.1756205,0.001423056,0.002148076,0.001454217,0.1639659,0.0024205,0.01291589,0.1150937,0.4180585,0.1038802],"study_design_scores_gemma":[0.001165981,0.000489507,0.01275419,0.0002739737,0.0001988851,0.00001293658,0.01144858,0.0005188021,0.0008078538,0.0006023864,0.9703385,0.001388379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2453271,0.00801096,0.0007913402,0.0475706,0.006148488,0.001812805,0.0002631414,0.0009309594,0.6891446],"genre_scores_gemma":[0.9602508,0.001968378,0.000257497,0.005222007,0.00480081,0.00006064459,0.00007593256,0.0001326298,0.0272313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7149237,"threshold_uncertainty_score":0.9998511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03269550485305775,"score_gpt":0.2460141356305157,"score_spread":0.2133186307774579,"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."}}