{"meta":{"query_hash":"9c92ba5ae459","filters":{"venue":"한국생태환경건축학회 학술발표대회 논문집"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/9c92ba5ae459","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+%ED%95%99%EC%88%A0%EB%B0%9C%ED%91%9C%EB%8C%80%ED%9A%8C+%EB%85%BC%EB%AC%B8%EC%A7%91"},"results":[{"id":"W20131232","doi":"10.1002/art.27289","title":"국내 친환경 건축물 인증 제도의 공동주택 부문 평가 항목 분석","year":2012,"lang":"en","type":"article","venue":"한국생태환경건축학회 학술발표대회 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":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Certification; Global warming; Certificate; Environmental science; Business; Environmental protection; Environmental economics; Sustainable development; Earth (classical element); Government (linguistics); Green building; Natural resource economics; Environmental resource management; Environmental planning; Architectural engineering; Engineering; Climate change; Computer science; Political science; Economics","score_opus":0.02245374588731767,"score_gpt":0.29048321988991843,"score_spread":0.26802947400260074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W20131232","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":[0.9884797,0.0010080087,0.0066703507,0.00018432741,0.00007059173,0.00017589953,0.00070391555,0.000025824615,0.0026813727],"genre_scores_gemma":[0.99683064,0.0001503013,0.0016736737,0.000106046595,0.000030595613,0.000057664503,0.0003484422,0.0000049559076,0.0007976602],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99803025,0.00088040193,0.00017311344,0.00044532644,0.0003472455,0.00012367756],"domain_scores_gemma":[0.9963192,0.0014906104,0.0007128664,0.0007761468,0.0005231824,0.00017807251],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028152019,0.00030740703,0.0005179373,0.00036074803,0.00045361533,0.00048568053,0.00042185228,0.00044235846,0.001795104],"category_scores_gemma":[0.008413698,0.00020963549,0.0009628879,0.00034013268,0.00037768166,0.00027885658,0.00020419575,0.00042253747,0.0003750406],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0044557573,0.0007194774,0.95929974,0.00025695088,0.0020238566,0.0013504864,0.0013479328,0.00043827444,0.008644378,0.0011592712,0.0008733714,0.01943049],"study_design_scores_gemma":[0.0003524828,0.004882491,0.9738321,0.0000749884,0.002347648,0.004647574,0.00053539715,0.0014825257,0.0035564434,0.0012515755,0.0069738477,0.000062934465],"about_ca_topic_score_codex":0.0065916013,"about_ca_topic_score_gemma":0.008405873,"teacher_disagreement_score":0.0065916013,"about_ca_system_score_codex":0.000200578,"about_ca_system_score_gemma":0.00041314337,"threshold_uncertainty_score":0.014888406},"labels":[],"label_agreement":null},{"id":"W2250089120","doi":"","title":"ECOTECT을 이용한 광파이프 시스템의 채광성능 분석","year":2008,"lang":"ko","type":"article","venue":"한국생태환경건축학회 학술발표대회 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; Electric light; Engineering; Artificial light; Architectural engineering; Electricity; Work (physics); Mechanical engineering; Electrical engineering","score_opus":0.0685006225920941,"score_gpt":0.34983020335766296,"score_spread":0.28132958076556885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2250089120","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":[0.77083504,0.00039165086,0.090660654,0.00028764017,0.00008098907,0.00012978131,0.00077904307,0.0006699311,0.13616532],"genre_scores_gemma":[0.96977365,0.00025184132,0.01047794,0.000024271425,0.0000043678506,0.00003364144,0.00036296394,0.00002773079,0.019043515],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998466,0.000025249812,0.0000066910893,0.000027116646,0.00007020054,0.000024199007],"domain_scores_gemma":[0.9998062,0.00005109013,0.000021092756,0.000018515306,0.00008647461,0.000016570995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017428873,0.000158289,0.0001598575,0.000184368,0.0003715848,0.0006740691,0.00018100152,0.00020485428,0.009641243],"category_scores_gemma":[0.00044003606,0.00009525209,0.0003013883,0.00031060015,0.00019459277,0.00043662707,0.00022916975,0.00015548489,0.0018847542],"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":[0.00070065144,0.0006290741,0.096369915,0.0007839503,0.00021546014,0.0005910371,0.0015315636,0.24495725,0.14101125,0.071808904,0.015732877,0.42566815],"study_design_scores_gemma":[0.00007552606,0.0010576522,0.12247495,0.0000800925,0.00014088882,0.0006178792,0.0019878051,0.56086516,0.16014622,0.026106248,0.1262745,0.00017307454],"about_ca_topic_score_codex":0.0049794433,"about_ca_topic_score_gemma":0.0046619377,"teacher_disagreement_score":0.009641243,"about_ca_system_score_codex":0.00033452918,"about_ca_system_score_gemma":0.00047682348,"threshold_uncertainty_score":0.032253146},"labels":[],"label_agreement":null},{"id":"W2300970242","doi":"","title":"국내외 저에너지 건축에 관한 제도 및 기준 비교 분석 연구","year":2010,"lang":"ko","type":"article","venue":"한국생태환경건축학회 학술발표대회 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":"Certification; Green building; Greenhouse gas; Energy consumption; Consumption (sociology); Business; Architectural engineering; Environmental economics; Engineering; Operations management; Economics; Management","score_opus":0.00863017346623286,"score_gpt":0.24116966043086122,"score_spread":0.23253948696462837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2300970242","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":[0.3414296,0.0033604586,0.12936468,0.0038521488,0.00016600807,0.00016610419,0.00052317546,0.00018803682,0.52094984],"genre_scores_gemma":[0.958672,0.0012164026,0.012632439,0.00016958405,0.000023170009,0.00003590161,0.00017102434,0.0000217244,0.027057832],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99939585,0.0001630177,0.000018860717,0.00007726164,0.00028734692,0.00005766186],"domain_scores_gemma":[0.9995932,0.00007458599,0.000047456782,0.000027919776,0.00023358378,0.000023271206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042321914,0.00014839464,0.00008634669,0.00074509863,0.00061931607,0.0013681256,0.00016354438,0.00020794713,0.00569088],"category_scores_gemma":[0.0007325568,0.000070731345,0.0001935292,0.000978275,0.0009061111,0.0009249996,0.0005329936,0.0003526774,0.0005660227],"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":[0.000050199138,0.00006721604,0.04232647,0.00039582388,0.000032257652,0.00018952404,0.003256215,0.0069898264,0.0087940525,0.62468255,0.008987632,0.3042282],"study_design_scores_gemma":[0.000008507613,0.00017467637,0.16357294,0.000313921,0.000044749886,0.00055314816,0.008357431,0.018130895,0.012885557,0.12619594,0.6697069,0.00005535014],"about_ca_topic_score_codex":0.00785706,"about_ca_topic_score_gemma":0.011178501,"teacher_disagreement_score":0.00785706,"about_ca_system_score_codex":0.0019121278,"about_ca_system_score_gemma":0.0009349073,"threshold_uncertainty_score":0.019037843},"labels":[],"label_agreement":null}]}