{"id":"W2287092636","doi":"","title":"태양에너지시스템의 건축적 적용에 대한 건축전문인 의식조사 연구","year":2011,"lang":"ko","type":"article","venue":"대한건축학회 논문집 - 계획계","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Renewable energy; Solar energy; Zero-energy building; Engineering; Low-energy house; Task (project management); Architecture; Building-integrated photovoltaics; Photovoltaic system; Systems engineering; Geography; Electrical 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":[0.0007894064,0.0003893143,0.000438711,0.00007464422,0.0008786086,0.0001043637,0.0007714404,0.000423935,0.0117004],"category_scores_gemma":[0.00005128516,0.0003779871,0.0002745955,0.0003845333,0.0007425278,0.0004418563,0.0002199132,0.0003475924,0.006754681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002357325,"about_ca_system_score_gemma":0.00009025085,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02479554,"about_ca_topic_score_gemma":0.004561074,"domain_scores_codex":[0.9966999,0.0004162101,0.0005325018,0.000663307,0.0007301082,0.000957938],"domain_scores_gemma":[0.9985865,0.00008808192,0.0002553873,0.0005876331,0.00002324286,0.0004591598],"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":[0.0003416031,0.002578992,0.41043,0.0003648105,0.0007263499,0.0006503446,0.3269829,0.0001180475,0.006106432,0.1503612,0.05963326,0.04170604],"study_design_scores_gemma":[0.001201579,0.0005369212,0.1479537,0.0003568048,0.0001794272,0.00003137287,0.03682372,0.00007750621,0.003006876,0.005059539,0.8030928,0.001679659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4611658,0.000891806,0.00005627186,0.0005330999,0.002939388,0.0003481301,0.00003051894,0.0001530791,0.533882],"genre_scores_gemma":[0.9125223,0.0004552519,0.0001857052,0.0003773363,0.001097221,0.00003295367,0.00001297276,0.00004739318,0.08526883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7434596,"threshold_uncertainty_score":0.9998672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03968635423987034,"score_gpt":0.2384184036985555,"score_spread":0.1987320494586851,"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."}}