{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"44cf08c0889b","filters":{"venue":"관광학연구"}},"results":[{"id":"W2212794552","doi":"","title":"서울 특1급 관광호텔의 외국인 객실수요에 대한 구조변화 분석","year":2006,"lang":"ko","type":"article","venue":"관광학연구","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":"Test (biology); Quarter (Canadian coin); Chow test; Period (music); CUSUM; Mathematics; Statistics; Geography; Philosophy; Biology","authors":[{"name":"김태구","is_ca":false},{"name":"이희찬","is_ca":false},{"name":"임은순","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02005017093674452,"gpt":0.2385295028827141,"spread":0.2184793319459696,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008583087,0.0001962077,0.0001767573,0.0005027127,0.0005371868,0.0004199034,0.0001861592,0.0001495827,0.006009272],"category_scores_gemma":[0.002131026,0.0001175557,0.000358363,0.0006938623,0.0004706572,0.0003027999,0.0003643838,0.0004194435,0.0004443482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005303344,"about_ca_system_score_gemma":0.0005266578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007205308,"about_ca_topic_score_gemma":0.01291614,"domain_scores_codex":[0.999348,0.0001346637,0.00006512424,0.00007741799,0.000244725,0.0001300703],"domain_scores_gemma":[0.9980978,0.0003527196,0.0008165272,0.0001158715,0.0003984435,0.0002185041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001130467,0.00008124752,0.9859176,0.00002317153,0.00003993577,0.0001578665,0.0007442113,0.00008709508,0.001413724,0.0001874191,0.0004876891,0.0107471],"study_design_scores_gemma":[0.000001366966,0.00008647448,0.9980195,0.000001556263,0.000005435964,0.00007166429,0.0007701651,0.0001034328,0.0004271515,0.00002797745,0.0004832803,0.000002112849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986105,0.00002180572,0.0001225807,0.00007346232,0.00000806426,0.000006562285,0.0001381912,0.000002941431,0.001015815],"genre_scores_gemma":[0.9981345,0.00003638089,0.0001791984,0.00002088565,0.000008634026,0.000008276476,0.0003877404,0.000001187696,0.001223122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007205308,"threshold_uncertainty_score":0.02010304,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2125927846","doi":"","title":"패널데이터모형을 적용한 호텔 외국인 객실수요 결정요인 추정","year":2007,"lang":"ko","type":"article","venue":"관광학연구","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":"Quarter (Canadian coin); Econometrics; Context (archaeology); Panel data; Empirical research; Economics; Statistics; Geography; Mathematics","authors":[{"name":"김태구","is_ca":false},{"name":"서용건","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03215081702014011,"gpt":0.2778917676739596,"spread":0.2457409506538195,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001810948,0.0003866899,0.0006807392,0.0008295307,0.0005951801,0.001296622,0.00116754,0.0005426042,0.009062712],"category_scores_gemma":[0.004742885,0.0003404753,0.0009652376,0.002008034,0.0002943877,0.001004077,0.0005075113,0.001052774,0.002499425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005312111,"about_ca_system_score_gemma":0.0009859204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01387753,"about_ca_topic_score_gemma":0.01201406,"domain_scores_codex":[0.9989219,0.0005634671,0.00005760039,0.0002209159,0.0001547449,0.00008146012],"domain_scores_gemma":[0.9975962,0.001623923,0.0003325412,0.0002301895,0.0001643616,0.00005279576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003275834,0.001479664,0.2976768,0.0007810835,0.00248908,0.001684437,0.002088527,0.1359247,0.002385506,0.1907785,0.0272973,0.3370869],"study_design_scores_gemma":[0.0002227609,0.00176961,0.1858653,0.0002838864,0.001901463,0.001356604,0.003517923,0.5816998,0.004665527,0.09461739,0.1238312,0.000268496],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3158906,0.001650863,0.630055,0.003987335,0.0007126722,0.001101559,0.007413747,0.0009574633,0.03823088],"genre_scores_gemma":[0.8793631,0.002215118,0.08433407,0.0007063963,0.0002525784,0.00110334,0.004800319,0.00006978639,0.02715534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01387753,"threshold_uncertainty_score":0.03031778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1591886351","doi":"","title":"일본인과 중국인의 방한수요 결정요인 분석","year":2010,"lang":"ko","type":"article","venue":"관광학연구","topic":"Diverse Topics in Contemporary Research","field":"Social Sciences","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":"Tourism; Quarter (Canadian coin); China; Unit root; Economics; Business; Economy; Geography; Econometrics","authors":[{"name":"洪美暎","is_ca":false},{"name":"李亨龍","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07865744570392817,"gpt":0.3933531753765858,"spread":0.3146957296726576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001710477,0.0002059092,0.0002083955,0.0005845785,0.0004049197,0.0007313239,0.0002036746,0.0001381036,0.007758094],"category_scores_gemma":[0.0005215197,0.00008759083,0.0002632411,0.0008016862,0.0001512195,0.0006261219,0.0003272422,0.0002385106,0.0008262013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004726575,"about_ca_system_score_gemma":0.0008507043,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01320958,"about_ca_topic_score_gemma":0.02873994,"domain_scores_codex":[0.9999151,0.00001124073,0.000006367783,0.00001350286,0.00001968215,0.00003417563],"domain_scores_gemma":[0.9995458,0.00008617886,0.0001346279,0.00001327824,0.000139038,0.00008103634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005739799,0.0001096746,0.9666796,0.0001551455,0.00005903087,0.000732931,0.002962865,0.0006521749,0.00203594,0.001646854,0.001202477,0.02370583],"study_design_scores_gemma":[0.000002258287,0.0000508888,0.9779278,0.00003730646,0.00003767551,0.0001974052,0.01296582,0.001365906,0.0006142325,0.000243472,0.006545714,0.00001156648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938149,0.00007894584,0.0002894148,0.0001644734,0.000004872243,0.000009660998,0.0001165558,0.000003724459,0.005517364],"genre_scores_gemma":[0.9964026,0.0001650675,0.0002600656,0.00002890836,0.000005054501,0.00000469762,0.0002369395,0.000001433532,0.002895158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9867904,"threshold_uncertainty_score":0.02626538,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2977973860","doi":"","title":"이스탄불 도시관광객의 장소경험 -렐프의 내부성과 외부성 개념을 중심으로-","year":2014,"lang":"ko","type":"article","venue":"관광학연구","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","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":"Tourism; Geographer; Meaning (existential); Space (punctuation); Argument (complex analysis); Sociology; Epistemology; Postmodernism; Symbolic interactionism; Social psychology; Aesthetics; Psychology; Geography; Linguistics; Economic geography; Art","authors":[{"name":"심창섭","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02636870236566889,"gpt":0.3355699385785816,"spread":0.3092012362129127,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005003025,0.0003374258,0.0001504476,0.0008173789,0.001801948,0.002307038,0.0005064397,0.0007605104,0.009035069],"category_scores_gemma":[0.0006543766,0.0001187726,0.000347962,0.001293628,0.005087195,0.002120673,0.001553098,0.001210885,0.001858263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002231659,"about_ca_system_score_gemma":0.001491602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008385646,"about_ca_topic_score_gemma":0.01139714,"domain_scores_codex":[0.9995595,0.0001840134,0.00002233941,0.00005470535,0.000092999,0.00008656934],"domain_scores_gemma":[0.9997061,0.00008202859,0.00004298283,0.00002477581,0.0001057528,0.00003830844],"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":[0.00006175687,0.00004641814,0.008076729,0.000367102,0.00001303103,0.0008326578,0.07553161,0.0004799799,0.001557305,0.8287353,0.01646379,0.06783441],"study_design_scores_gemma":[0.00001110305,0.00008400976,0.01311294,0.0004457213,0.00001166078,0.001609107,0.07587217,0.0008747,0.001203046,0.06174755,0.8449848,0.00004331948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1331908,0.01089794,0.04076053,0.01604497,0.002377603,0.0002233644,0.0003427223,0.0001217968,0.7960402],"genre_scores_gemma":[0.907949,0.002609153,0.009400062,0.001217119,0.00008564039,0.0001083443,0.0001209513,0.0000377637,0.07847203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009035069,"threshold_uncertainty_score":0.03022534,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}