{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1d75fbe57c31","filters":{"venue":"부동산학연구"}},"results":[{"id":"W2527477972","doi":"","title":"서울 오피스 임대시장의 렌트프리 결정요인 분석","year":2015,"lang":"ko","type":"article","venue":"부동산학연구","topic":"Korean Urban and Social Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Renting; Economic rent; Economics; Ordered logit; Quarter (Canadian coin); Financial crisis; Econometrics; Financial economics; Microeconomics; Statistics; Macroeconomics; Mathematics; Geography","authors":[{"name":"여태종","is_ca":false},{"name":"류강민","is_ca":false},{"name":"김형주","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0404816636603977,"gpt":0.2416586504846648,"spread":0.2011769868242671,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000425695,0.0002694968,0.0003180385,0.00002514154,0.0003313565,0.00008276534,0.0003868018,0.0001619038,0.002500736],"category_scores_gemma":[0.0001272165,0.0002522829,0.000135449,0.000278495,0.0006068339,0.0001777701,0.0004643647,0.000232465,0.0155863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004567227,"about_ca_system_score_gemma":0.00004154034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001932165,"about_ca_topic_score_gemma":0.0007437176,"domain_scores_codex":[0.9979367,0.0001107356,0.0002738787,0.0004433335,0.0006254826,0.0006098627],"domain_scores_gemma":[0.9990723,0.00005036309,0.00009977033,0.0003454856,0.00001930555,0.0004128325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005820174,0.0003821861,0.4213005,0.00002602639,0.0001190649,0.0001068573,0.01743649,0.0000590432,0.0003106027,0.002784943,0.5156357,0.04178032],"study_design_scores_gemma":[0.0008951742,0.0002246534,0.2760272,0.00003230761,0.00006545938,0.000006065517,0.00435097,0.0001193745,0.0002696397,0.0030246,0.7143931,0.0005914703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4034621,0.003176222,0.00008700378,0.003503195,0.001760485,0.0003824543,0.0000901267,0.0001386003,0.5873998],"genre_scores_gemma":[0.9623763,0.0003561676,0.0001742313,0.0009929553,0.0004996841,0.0000101466,0.000008182172,0.00002995163,0.0355524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5589141,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2268117454","doi":"","title":"소비자 심리가 주택시장에 미치는 영향 분석 -주택매매가격을 중심으로-","year":2010,"lang":"ko","type":"article","venue":"부동산학연구","topic":"Consumer Perception and Purchasing Behavior","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Economics; Disequilibrium; Short run; Economic shortage; Quarter (Canadian coin); Price level; Estimation; Microeconomics; Monetary economics","authors":[{"name":"정의철","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02187806987333577,"gpt":0.2580041449097959,"spread":0.2361260750364601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006007675,0.0005355392,0.0004563932,0.0004426344,0.0006521577,0.001287204,0.0006594455,0.0004258085,0.03882115],"category_scores_gemma":[0.0001769934,0.0005529951,0.0003213023,0.0006728968,0.0002856864,0.00106539,0.0003765078,0.001062618,0.02488085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004006876,"about_ca_system_score_gemma":0.00009674179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286206,"about_ca_topic_score_gemma":0.001467846,"domain_scores_codex":[0.9972407,0.00003026999,0.0005988404,0.0007479806,0.000558435,0.0008237969],"domain_scores_gemma":[0.998263,0.00006291739,0.0003190812,0.0009471797,0.0003122147,0.00009561123],"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":[0.0001412395,0.001120918,0.5159954,0.0005842732,0.0001261571,0.0001626794,0.0007857296,0.000003880723,0.04050146,0.009199824,0.12933,0.3020484],"study_design_scores_gemma":[0.0008440399,0.00001341078,0.2434424,0.00009145242,0.0002570272,0.00001346474,0.0002164844,0.000348043,0.00007422876,0.0002224275,0.7538277,0.0006493183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499968,0.0002480242,0.00007253687,0.00608337,0.00849332,0.0004788585,0.00002753125,0.0004172029,0.03418235],"genre_scores_gemma":[0.9665056,0.00006158905,0.0002424564,0.003452248,0.004024805,0.00003170999,0.0001178155,0.000110152,0.02545366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6244977,"threshold_uncertainty_score":0.9997495,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2259866979","doi":"","title":"부동산경매 낙찰여부 결정요인에 관한 연구 - 서울시 동부지방법원을 중심으로 -","year":2011,"lang":"ko","type":"article","venue":"부동산학연구","topic":"Cultural and Historical Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Real estate; Revenue equivalence; Dutch auction; English auction; Quarter (Canadian coin); Business; Vickrey auction; Economics; Common value auction; Auction theory; Microeconomics; Finance; Geography","authors":[{"name":"조별환","is_ca":false},{"name":"유선종","is_ca":false},{"name":"윤순기","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1450216030372349,"gpt":0.206200598194912,"spread":0.06117899515767719,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001247068,0.0004393756,0.0005327074,0.00006926675,0.001522645,0.0002109482,0.000366909,0.0001488434,0.02451975],"category_scores_gemma":[0.00004127678,0.0003216125,0.0003421078,0.00008534438,0.0005898068,0.0002913063,0.0002329008,0.0003656086,0.005537325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001442527,"about_ca_system_score_gemma":0.00003270194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00417101,"about_ca_topic_score_gemma":0.004525273,"domain_scores_codex":[0.997965,0.00005778532,0.0004796723,0.0004934525,0.0003479361,0.000656178],"domain_scores_gemma":[0.999035,0.00005484496,0.0001706806,0.0003412879,0.0001823898,0.0002158194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001481567,0.0007144641,0.003877485,0.0002274831,0.0004088327,0.0001150143,0.1203191,2.321934e-7,0.00008001475,0.5446471,0.3153083,0.01415381],"study_design_scores_gemma":[0.0003798647,0.0003151162,0.01124843,0.00007765622,0.0001408237,0.000005820593,0.003147342,0.00000430413,0.0001065286,0.004550834,0.9794584,0.0005648911],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0733993,0.008581006,0.000005205713,0.001660895,0.006165202,0.0003423848,0.0001393393,0.0002697869,0.9094369],"genre_scores_gemma":[0.7448974,0.000980792,0.00005071558,0.0007258606,0.003344464,0.00002892854,0.00001914312,0.00003787569,0.2499149],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6714981,"threshold_uncertainty_score":0.9999236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}