{"id":"W2219582084","doi":"","title":"RETScreen(R) 지중열 히트펌프 모듈 한국 적용에 관한 연구","year":2005,"lang":"ko","type":"article","venue":"한국신재생에너지학회 학술대회논문집","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil engineering; Renewable energy; Engineering; Environmental science; Environmental 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001285073,0.0005519185,0.0006223235,0.0001136759,0.001265706,0.0002311458,0.0009757436,0.0007285087,0.009379561],"category_scores_gemma":[0.0001004416,0.0005608504,0.0004020831,0.0005908474,0.0008112213,0.000732813,0.00027612,0.0005790563,0.008396049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005901858,"about_ca_system_score_gemma":0.0001292644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007090102,"about_ca_topic_score_gemma":0.005103141,"domain_scores_codex":[0.995083,0.0005823125,0.0008217508,0.000933727,0.001237504,0.001341724],"domain_scores_gemma":[0.997985,0.0001903372,0.0003570684,0.0007834663,0.00004131371,0.0006427919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004887154,0.002557576,0.3204436,0.0003982826,0.001132245,0.0005076879,0.07952364,0.004379499,0.006330448,0.1376015,0.2185614,0.2280754],"study_design_scores_gemma":[0.0008644409,0.0001927209,0.0305536,0.0001967558,0.0001019686,0.00001966009,0.005892877,0.0003330334,0.001075811,0.0004941779,0.9592799,0.0009950628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.653468,0.003064771,0.0001579734,0.01034875,0.002713702,0.0006625375,0.00007678206,0.000322469,0.329185],"genre_scores_gemma":[0.9096859,0.001293228,0.0003309603,0.001111019,0.004056641,0.00004042055,0.00003397314,0.00007281876,0.08337507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7407185,"threshold_uncertainty_score":0.9996843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452201715232025,"score_gpt":0.2501626083082676,"score_spread":0.2356405911559473,"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."}}