{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"853cd12df7f9","filters":{"venue":"한국유통학회 학술대회 발표논문집"}},"results":[{"id":"W2152386658","doi":"","title":"쇼핑센터 내 엔터테인먼트 시설이 인근상업시설에 미치는 효과","year":2011,"lang":"ko","type":"article","venue":"한국유통학회 학술대회 발표논문집","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":"Entertainment; Advertising; Art; Geography; Business; Visual arts","authors":[{"name":"임채운","is_ca":false},{"name":"장명균","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08388384793123285,"gpt":0.2525830204948886,"spread":0.1686991725636558,"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":[0.0006234081,0.0007116992,0.0006123984,0.0005932382,0.0006586732,0.0007680889,0.0008260665,0.0004028538,0.06210198],"category_scores_gemma":[0.0001218317,0.0007407849,0.00043664,0.0008518528,0.0003274948,0.00141036,0.000495072,0.000632801,0.03156833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009319665,"about_ca_system_score_gemma":0.0001089349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003872873,"about_ca_topic_score_gemma":0.000481479,"domain_scores_codex":[0.9964613,0.00005808203,0.0008296155,0.0009526815,0.0006320961,0.001066228],"domain_scores_gemma":[0.9979619,0.00004387346,0.0004530256,0.001038896,0.0003722419,0.0001300663],"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":[0.0004634895,0.002217671,0.6442973,0.001002313,0.000285754,0.0004115491,0.004749527,0.000003135049,0.00258411,0.009992933,0.1094516,0.2245407],"study_design_scores_gemma":[0.001632961,0.00005449544,0.4510792,0.0003200384,0.0006994031,0.00001890414,0.001171608,0.0003268469,0.0001273982,0.0006967587,0.5425209,0.00135143],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8691193,0.0008284185,0.000299585,0.001929365,0.005793754,0.0008249733,0.00004352242,0.00071484,0.1204462],"genre_scores_gemma":[0.9680677,0.000152924,0.0004689452,0.003934616,0.002363941,0.00004843338,0.000104711,0.0001530907,0.02470562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4330694,"threshold_uncertainty_score":0.9995043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3204408715","doi":"","title":"쇼핑센터 내 엔터테인먼트 시설이 인근상업시설에 미치는 효과 :A 쇼핑센터를 사례를 중심으로","year":2011,"lang":"ko","type":"article","venue":"한국유통학회 학술대회 발표논문집","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":"Entertainment; Advertising; Art; Geography; Business; Visual arts","authors":[{"name":"임채운","is_ca":false},{"name":"이수","is_ca":false},{"name":"장명균","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08388384793123285,"gpt":0.2525830204948886,"spread":0.1686991725636558,"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":[0.0008010155,0.0009281871,0.0007959673,0.0007494572,0.0008433917,0.0009834429,0.001062858,0.0005289587,0.05430637],"category_scores_gemma":[0.0001600956,0.0009698311,0.0005659107,0.001067176,0.0004223834,0.001709418,0.0006416628,0.0008285183,0.0328876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001309374,"about_ca_system_score_gemma":0.0001502896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004509035,"about_ca_topic_score_gemma":0.0006612116,"domain_scores_codex":[0.9954433,0.00008361806,0.001070561,0.001219412,0.0008191714,0.001363955],"domain_scores_gemma":[0.9973598,0.0000632747,0.0005978695,0.001318946,0.0004789006,0.0001812607],"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":[0.0005290338,0.00291105,0.6419504,0.001282844,0.0004119316,0.0007446899,0.005280181,0.000005562315,0.003183754,0.01017198,0.1414093,0.1921193],"study_design_scores_gemma":[0.002004451,0.00007398571,0.4369079,0.000408837,0.00087152,0.00003309099,0.00136202,0.0004040734,0.0001755629,0.0006165722,0.5554414,0.001700496],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8771363,0.001118277,0.000355305,0.002193052,0.006829156,0.001091424,0.00006592647,0.0008982618,0.1103122],"genre_scores_gemma":[0.9651663,0.000225993,0.0005590738,0.004473001,0.002888078,0.00007165514,0.00015493,0.0002086574,0.02625225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4140321,"threshold_uncertainty_score":0.9992752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}