{"id":"W1559960580","doi":"","title":"RETScreen 에너지 모델을 이용한 태양열 공기난방시스템 열성능 분석에 관한 연구","year":2003,"lang":"ko","type":"article","venue":"한국태양에너지학회 추계학술발표회 논문집","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Engineering; 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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001583995,0.001276673,0.001166138,0.0006990193,0.0003659861,0.0003957715,0.001327978,0.001096506,0.003070121],"category_scores_gemma":[0.0005899881,0.0012968,0.0004100969,0.001688919,0.0002488628,0.0003771258,0.0003189817,0.002737766,0.006183456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007365319,"about_ca_system_score_gemma":0.0002764835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002086219,"about_ca_topic_score_gemma":0.00004272521,"domain_scores_codex":[0.9927281,0.0002576864,0.001191904,0.001368323,0.001597756,0.002856244],"domain_scores_gemma":[0.9957167,0.0005123067,0.0001455,0.002330923,0.0002156161,0.001078957],"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":[0.0004145523,0.001860792,0.02200723,0.008658537,0.004950922,0.003339733,0.007721492,0.404369,0.1474465,0.1520732,0.1797333,0.06742475],"study_design_scores_gemma":[0.006303111,0.0007765929,0.01832518,0.001398328,0.0005323649,0.0004637979,0.001138386,0.07996628,0.07465564,0.002332002,0.8075091,0.006599198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5182161,0.01403132,0.05140072,0.002778023,0.009291055,0.005107516,0.0006243908,0.006585937,0.3919649],"genre_scores_gemma":[0.9719403,0.001194387,0.008292683,0.0001554932,0.00103111,0.000187019,0.00007387521,0.0006590897,0.01646606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6277758,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132695491289188,"score_gpt":0.2383950743620913,"score_spread":0.2251255252331724,"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."}}