{"meta":{"query_hash":"2e297dd36435","filters":{"venue":"한국생태환경건축학회 논문집"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/2e297dd36435","api":"https://metacan.xera.ac/api/v1/cohort?venue=%ED%95%9C%EA%B5%AD%EC%83%9D%ED%83%9C%ED%99%98%EA%B2%BD%EA%B1%B4%EC%B6%95%ED%95%99%ED%9A%8C+%EB%85%BC%EB%AC%B8%EC%A7%91"},"results":[{"id":"W1596625554","doi":"","title":"국내 친환경 공동주택의 활성화를 위한 개정 건물 성능 평가제도 비교 연구","year":2010,"lang":"ko","type":"article","venue":"한국생태환경건축학회 논문집","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Apartment; Certification; Valuation (finance); Architectural engineering; Real estate; Upgrade; Business; Building management; Environmental economics; Engineering; Civil engineering; Finance; Marketing; Computer science","score_opus":0.00863017346623286,"score_gpt":0.24116966043086122,"score_spread":0.23253948696462837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1596625554","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29128343,0.0010747719,0.30728364,0.00046384247,0.00010570082,0.00065640867,0.0012558042,0.0013859663,0.39649045],"genre_scores_gemma":[0.881757,0.0007371069,0.10003554,0.000043991808,0.000030022304,0.00023267251,0.0009946455,0.00016955315,0.015999317],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974516,0.00074289646,0.00015971607,0.00015467197,0.0013872795,0.000103901286],"domain_scores_gemma":[0.993736,0.0021001715,0.0009724496,0.0009577517,0.002104695,0.00012885615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036199135,0.0004924407,0.0002513401,0.0035093182,0.0005853257,0.001992909,0.0004532686,0.00022245367,0.010125741],"category_scores_gemma":[0.007795695,0.00023688604,0.00038574816,0.0029538332,0.0011710894,0.0016969433,0.0008361736,0.0004427913,0.0031500177],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014419518,0.00027772196,0.059804987,0.00058635836,0.000039476334,0.00010840054,0.0018254828,0.015950544,0.010223345,0.103363514,0.0067915893,0.8008843],"study_design_scores_gemma":[0.00007976248,0.0016565255,0.4474211,0.000852264,0.00015788138,0.0009131894,0.007188938,0.0753165,0.0544424,0.09199458,0.31963775,0.00033903532],"about_ca_topic_score_codex":0.0021297552,"about_ca_topic_score_gemma":0.0036348933,"teacher_disagreement_score":0.010125741,"about_ca_system_score_codex":0.0012811396,"about_ca_system_score_gemma":0.0009949427,"threshold_uncertainty_score":0.033873916},"labels":[],"label_agreement":null},{"id":"W1829969321","doi":"","title":"광파이프 시스템의 조명기술 및 건축적 활용 연구","year":2009,"lang":"ko","type":"article","venue":"한국생태환경건축학회 논문집","topic":"Diverse Academic Research Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Daylight; Daylighting; Skylight; Ceiling (cloud); Sunlight; Light pollution; Artificial light; Architectural engineering; Roof; Environmental science; Engineering; Meteorology; Geography; Civil engineering; Optics; Mechanical engineering; Illuminance","score_opus":0.038982985166422145,"score_gpt":0.37864791447449986,"score_spread":0.33966492930807773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1829969321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6958849,0.015349267,0.02982758,0.002490072,0.00039118293,0.000268408,0.00073448784,0.0003943781,0.25465968],"genre_scores_gemma":[0.9463332,0.007899575,0.010862461,0.00030835342,0.000057503526,0.00007696965,0.00020935094,0.000021422287,0.034231152],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99979955,0.000042169686,0.000008982016,0.000037764126,0.00007567306,0.00003595953],"domain_scores_gemma":[0.9997652,0.00004550976,0.00005458568,0.000019638761,0.00008903227,0.000026006812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025122968,0.00014377455,0.0001460481,0.00035247992,0.0005113291,0.0006381797,0.00026500836,0.00023403316,0.006422051],"category_scores_gemma":[0.00029552684,0.00007003186,0.00024421394,0.0005536869,0.0004030133,0.00039591815,0.0003947248,0.00018612902,0.001454362],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037253025,0.00058386486,0.06488283,0.0018090922,0.000081708866,0.0005306172,0.0012179186,0.0015902501,0.10764072,0.01663183,0.010236946,0.79442173],"study_design_scores_gemma":[0.00005912041,0.0020531337,0.23123536,0.00043476428,0.0001756253,0.0022937478,0.0060821725,0.0028871712,0.15743117,0.013504314,0.5836938,0.00014964334],"about_ca_topic_score_codex":0.0026299574,"about_ca_topic_score_gemma":0.006576939,"teacher_disagreement_score":0.006422051,"about_ca_system_score_codex":0.00033932476,"about_ca_system_score_gemma":0.0005648311,"threshold_uncertainty_score":0.021483898},"labels":[],"label_agreement":null},{"id":"W2211412448","doi":"","title":"세계 사운드스케이프 프로젝트의 역사적 전개과정과 성과","year":2011,"lang":"ko","type":"article","venue":"한국생태환경건축학회 논문집","topic":"Education, Safety, and Science Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Soundscape; Active listening; Meaning (existential); Sound (geography); Order (exchange); Politics; Sociology; History; Psychology; Acoustics; Political science; Communication; Law; Business","score_opus":0.13184182614004397,"score_gpt":0.362665251101376,"score_spread":0.230823424961332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2211412448","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039495226,0.04193305,0.03656105,0.040260103,0.0063931136,0.000117083,0.0003699884,0.00020063913,0.83466977],"genre_scores_gemma":[0.7676604,0.034994856,0.016761128,0.008334273,0.0022477836,0.00029219393,0.0004152703,0.00019224596,0.16910182],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983436,0.0006959415,0.000072257535,0.00021544176,0.00050499843,0.00016784878],"domain_scores_gemma":[0.99850696,0.0006582124,0.00012522194,0.00010703162,0.00041494967,0.00018756565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012282254,0.0003612827,0.00025593615,0.0013267095,0.0033323367,0.009241169,0.00056559476,0.0012379239,0.011439221],"category_scores_gemma":[0.0030560177,0.000117546704,0.0002681577,0.0017290242,0.0074975654,0.0070869196,0.0024433646,0.0022205622,0.0026226917],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033835102,0.00004747177,0.0037072804,0.00058423384,0.000014674321,0.0003314021,0.02467774,0.00031546492,0.0015601277,0.7728273,0.047839954,0.14806053],"study_design_scores_gemma":[0.0000018662774,0.000047065052,0.0068237684,0.00059613824,0.0000075083576,0.0005972242,0.034798894,0.00033485176,0.00059011887,0.06669122,0.88946927,0.00004209881],"about_ca_topic_score_codex":0.005127785,"about_ca_topic_score_gemma":0.0050567803,"teacher_disagreement_score":0.011439221,"about_ca_system_score_codex":0.0021565978,"about_ca_system_score_gemma":0.002132003,"threshold_uncertainty_score":0.03826803},"labels":[],"label_agreement":null},{"id":"W2461668004","doi":"","title":"주거용 건물의 창호에너지평가시스템에 관한 연구","year":2016,"lang":"ko","type":"article","venue":"한국생태환경건축학회 논문집","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rating system; Solar gain; Energy consumption; Window (computing); Thermal; Thermal comfort; Efficient energy use; Energy balance; Environmental science; Simulation; Engineering; Computer science; Meteorology; Environmental economics; Economics; Electrical engineering; Geography","score_opus":0.012939970402124834,"score_gpt":0.23800469480380979,"score_spread":0.22506472440168496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2461668004","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9435821,0.00053256715,0.025007155,0.00028662218,0.00008410202,0.0001418819,0.00042950135,0.00020404026,0.029732002],"genre_scores_gemma":[0.99196666,0.00019823697,0.0037906258,0.00002210889,0.000009138994,0.000028893788,0.0001777183,0.000013517626,0.0037931993],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998566,0.000026797776,0.000007847225,0.00003088691,0.000059277278,0.000018592767],"domain_scores_gemma":[0.99974793,0.00005305368,0.00005183478,0.000024047778,0.00010218936,0.000021013926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023665781,0.00018505398,0.00013355137,0.00012642093,0.00028662744,0.000416877,0.00025342082,0.00013728616,0.004762797],"category_scores_gemma":[0.0006233761,0.0000593011,0.00019642709,0.0002099071,0.00025112284,0.00038686325,0.0002204413,0.00015224062,0.0009554205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014722709,0.0006416993,0.28736454,0.0015815871,0.00015641311,0.000890546,0.001766523,0.15852903,0.11184002,0.020263664,0.018866267,0.3966275],"study_design_scores_gemma":[0.00015022758,0.0018706783,0.38854477,0.00033181845,0.00029133516,0.00089424144,0.0029547112,0.36832452,0.13367338,0.010420368,0.09238805,0.00015590404],"about_ca_topic_score_codex":0.005678735,"about_ca_topic_score_gemma":0.0052794376,"teacher_disagreement_score":0.005678735,"about_ca_system_score_codex":0.00038982066,"about_ca_system_score_gemma":0.0005291167,"threshold_uncertainty_score":0.015933156},"labels":[],"label_agreement":null}]}