{"id":"W1827382323","doi":"","title":"RETScreen 활용 Solar Wall 난방시스템의 타당성 분석","year":2001,"lang":"ko","type":"article","venue":"대한설비공학회 학술발표대회논문집","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Solar energy; Engineering; Zero-energy building; Civil 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":[0.001218687,0.0004859974,0.0005661151,0.00009947025,0.001223465,0.0002192874,0.0009180226,0.0006735616,0.007206141],"category_scores_gemma":[0.00009077206,0.000487887,0.0003493794,0.0006155199,0.0006924235,0.0005648553,0.0002383952,0.0005099079,0.005418093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000401417,"about_ca_system_score_gemma":0.0001050258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02017348,"about_ca_topic_score_gemma":0.005760893,"domain_scores_codex":[0.9955407,0.000571653,0.0006744691,0.0008392347,0.001087541,0.001286418],"domain_scores_gemma":[0.9981998,0.0001548636,0.0002909919,0.0007285283,0.00003882769,0.0005870571],"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":[0.0005658981,0.001835512,0.6020755,0.0002746075,0.001016125,0.001384525,0.06838302,0.001114019,0.00478337,0.04503289,0.1400664,0.1334681],"study_design_scores_gemma":[0.000654739,0.0001946534,0.03036951,0.0001293974,0.00007959842,0.00002335994,0.005423205,0.000219431,0.0002700462,0.001027507,0.960856,0.0007525478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5061588,0.003193975,0.0002430868,0.007966236,0.002680914,0.0006331624,0.00003597492,0.0002856875,0.4788021],"genre_scores_gemma":[0.8830011,0.003719648,0.00009960164,0.00126391,0.001599049,0.00003107399,0.00003308394,0.00006428254,0.1101882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8207896,"threshold_uncertainty_score":0.9997573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938588595483996,"score_gpt":0.2478004176430225,"score_spread":0.2284145316881825,"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."}}