{"meta":{"query_hash":"b5d9efeacd47","filters":{"venue":"통상정보연구"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/b5d9efeacd47","api":"https://metacan.xera.ac/api/v1/cohort?venue=%ED%86%B5%EC%83%81%EC%A0%95%EB%B3%B4%EC%97%B0%EA%B5%AC"},"results":[{"id":"W1902005742","doi":"","title":"국제교역에 있어 환경보호를 위한 규제조치의 내용 분석","year":2009,"lang":"ko","type":"article","venue":"통상정보연구","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":"International trade; Convention; Business; Position (finance); Kyoto Protocol; International community; Command and control; Environmental protection; Environmental resource management; Political science; Climate change; Economics; Law; Engineering; Geography; Finance; Ecology","score_opus":0.011594623637701949,"score_gpt":0.2512772605919287,"score_spread":0.23968263695422673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1902005742","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4115453,0.0019613495,0.00005273503,0.006076599,0.0022852744,0.00026816392,0.000015984268,0.00013293416,0.57766163],"genre_scores_gemma":[0.93754125,0.0005408036,0.00005077385,0.0011395141,0.0013095677,0.000005674396,0.000011592312,0.000014430745,0.059386387],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978394,0.00023197803,0.00032631823,0.00040862063,0.0005645645,0.00062913913],"domain_scores_gemma":[0.99919975,0.000058906237,0.0001330367,0.00032239867,0.000012538309,0.00027340034],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00050353777,0.0002297091,0.00028027612,0.000041661577,0.00066481926,0.00010994546,0.00042356833,0.00031291676,0.0033437128],"category_scores_gemma":[0.000034217876,0.00022455514,0.00014868412,0.0002796928,0.0002680588,0.00026084046,0.000051435378,0.00022278806,0.0038402234],"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":[0.00020121329,0.0019327762,0.097995885,0.00013344953,0.00038898492,0.000400829,0.08816683,0.0012941996,0.007972402,0.30148187,0.17532773,0.3247038],"study_design_scores_gemma":[0.0005839271,0.00032886007,0.100050725,0.00011806589,0.00006117312,0.000007448465,0.0055454276,0.00008893407,0.0006311657,0.005430463,0.8864574,0.000696453],"about_ca_topic_score_codex":0.0033362794,"about_ca_topic_score_gemma":0.00082404213,"teacher_disagreement_score":0.7111296,"about_ca_system_score_codex":0.00019427671,"about_ca_system_score_gemma":0.000048153066,"threshold_uncertainty_score":0.99756736},"labels":[],"label_agreement":null},{"id":"W1908983634","doi":"","title":"국가간 가치지향 차이에 따른 조직내 갈등관리규범과 갈등관리유형 비교연구","year":2007,"lang":"ko","type":"article","venue":"통상정보연구","topic":"Healthcare Education and Workforce Issues","field":"Nursing","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":"Conflict management; Negotiation; Norm (philosophy); Plural; Conflict resolution; Political science; Social psychology; Organizational conflict; Conflict resolution research; Psychology; Law","score_opus":0.03772542031461168,"score_gpt":0.39308495850015285,"score_spread":0.35535953818554117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1908983634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8121433,0.007675022,0.0010511426,0.068848185,0.026515247,0.0011911548,0.00004512126,0.000618203,0.08191259],"genre_scores_gemma":[0.95465314,0.0002337934,0.0011151029,0.007511764,0.005361221,0.0000120529085,0.00007387192,0.0001327399,0.030906301],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99536484,0.00028601987,0.0011146524,0.0008264771,0.0007337264,0.0016742975],"domain_scores_gemma":[0.9967974,0.00056565774,0.0003340968,0.0010220978,0.00032615993,0.0009546325],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016974468,0.0005387273,0.0006040565,0.0003883377,0.00062265666,0.00023566648,0.0005146808,0.00063693686,0.0047659394],"category_scores_gemma":[0.0005019559,0.00058138784,0.00027182966,0.0009434445,0.00022128418,0.00029078918,0.00008070845,0.0009535256,0.007319359],"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":[0.00047835827,0.0010280609,0.059569977,0.00059672113,0.00013485296,0.00014876045,0.03524609,0.000018425419,0.0006975039,0.0072340416,0.27380177,0.6210454],"study_design_scores_gemma":[0.00094958936,0.0003619921,0.05266325,0.0007628689,0.00009879154,0.00006899549,0.00910173,0.00011344715,0.00800859,0.00076933834,0.9261931,0.00090827694],"about_ca_topic_score_codex":0.001888178,"about_ca_topic_score_gemma":0.00076462136,"teacher_disagreement_score":0.6523913,"about_ca_system_score_codex":0.0005767201,"about_ca_system_score_gemma":0.0003545465,"threshold_uncertainty_score":0.9996638},"labels":[],"label_agreement":null},{"id":"W1960829761","doi":"","title":"한ㆍ미 FTA 농업부문에 관한 연구","year":2009,"lang":"ko","type":"article","venue":"통상정보연구","topic":"Agriculture, Soil, Plant Science","field":"Agricultural and Biological 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":"International trade; Ratification; Free trade; Liberalization; Protectionism; Trade agreement; Market access; Rules of origin; Competition (biology); Intellectual property; Negotiation; Government (linguistics); International economics; Investment (military); Free trade agreement; Business; Economics; Political science; Agriculture; Geography; Politics; Law; Market economy","score_opus":0.016432330357095914,"score_gpt":0.21201909046240489,"score_spread":0.19558676010530898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1960829761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.972248,0.0006570929,0.0000035637283,0.011940432,0.0008418385,0.00035613842,0.00014456522,0.00020302729,0.0136053385],"genre_scores_gemma":[0.9815031,0.00034756903,0.00012813952,0.002994712,0.0014097388,0.0000051974594,0.00014100398,0.0000015972943,0.013468895],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99663705,0.00013962186,0.0004653908,0.00093370496,0.00077129604,0.0010529209],"domain_scores_gemma":[0.9987753,0.00019205808,0.00023709306,0.00020091719,0.0001369213,0.00045772223],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004483825,0.0004524113,0.0004252207,0.00002576207,0.00066926243,0.00035541467,0.001257703,0.00038448788,0.00057369727],"category_scores_gemma":[0.00012592578,0.00016571625,0.00022075801,0.0010925509,0.00022751236,0.0004648889,0.00015246426,0.00043376925,0.0029209387],"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":[0.00014499297,0.002077938,0.12671492,0.000040916748,0.00007201616,0.00044325742,0.0009857663,0.000065089545,0.06697042,0.016166398,0.2971854,0.4891329],"study_design_scores_gemma":[0.0002422529,0.0007547542,0.9287857,0.0000798837,0.000036550216,0.000101498386,0.00036539254,0.00015007293,0.0019642331,0.0024119315,0.06438173,0.00072599965],"about_ca_topic_score_codex":0.0004425637,"about_ca_topic_score_gemma":0.00045203333,"teacher_disagreement_score":0.8020708,"about_ca_system_score_codex":0.000070207956,"about_ca_system_score_gemma":0.000026383812,"threshold_uncertainty_score":0.9978554},"labels":[],"label_agreement":null},{"id":"W2212674231","doi":"","title":"외국의 공적수출신용기관에 관한 연구","year":2008,"lang":"ko","type":"article","venue":"통상정보연구","topic":"Labor Movements and Unions","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":"Export credit agency; Investment (military); Government (linguistics); International trade; Agency (philosophy); Business; Politics; World trade; Economic policy; International economics; Finance; Economics; Political science; Payment","score_opus":0.02745011973185539,"score_gpt":0.2888738813247761,"score_spread":0.2614237615929207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2212674231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91285926,0.0006084318,0.00003730331,0.007112927,0.0019338321,0.00025134013,0.000060533992,0.00010257168,0.077033795],"genre_scores_gemma":[0.9397069,0.0015369332,0.00012526865,0.0023069687,0.00091177557,0.000007755215,0.000009204005,0.00001869829,0.055376474],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99811924,0.00014573542,0.00026709805,0.0003288332,0.00055390876,0.00058516813],"domain_scores_gemma":[0.99914104,0.00006776125,0.000107736436,0.00031581425,0.00011293016,0.00025471748],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028993184,0.00017847508,0.0002232406,0.0000653961,0.0013577173,0.0000729682,0.0004113724,0.00017157519,0.0046430044],"category_scores_gemma":[0.0000701979,0.00016403019,0.0001372514,0.00056736486,0.00059126015,0.00023995443,0.00009610174,0.00020310067,0.00044180837],"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":[0.000026823041,0.0007762794,0.20638801,0.000015758009,0.00018079624,0.00021805496,0.04338718,0.000008160711,0.00026132815,0.5824252,0.14389753,0.022414908],"study_design_scores_gemma":[0.0004040723,0.0000623848,0.4165226,0.00002205867,0.000026764717,0.0000024593005,0.0014144012,0.0000173637,0.00011485084,0.0010793075,0.5800779,0.00025584],"about_ca_topic_score_codex":0.004831562,"about_ca_topic_score_gemma":0.0015122561,"teacher_disagreement_score":0.58134586,"about_ca_system_score_codex":0.00009543447,"about_ca_system_score_gemma":0.00030140544,"threshold_uncertainty_score":0.99994236},"labels":[],"label_agreement":null},{"id":"W2234696022","doi":"","title":"항공화물운송인의 책임부담위험에 관한 연구","year":2010,"lang":"ko","type":"article","venue":"통상정보연구","topic":"International Law and Aviation","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":"Convention; Liability; Treaty; Air transport; Law; Business; Political science; Air cargo; Aviation; Engineering; Aeronautics; Transport engineering","score_opus":0.011372555728049157,"score_gpt":0.29954681279043094,"score_spread":0.28817425706238176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2234696022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78654146,0.000020667612,0.00006803529,0.006396071,0.0051041003,0.00013843073,0.000026145728,0.000057481237,0.2016476],"genre_scores_gemma":[0.9519273,0.000039786675,0.00023186399,0.00059536047,0.0025220776,0.0000063248167,0.000018442515,0.00001228494,0.044646565],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99861395,0.000071965056,0.00021207161,0.00024389301,0.00054622797,0.00031188244],"domain_scores_gemma":[0.99929535,0.000107799824,0.00011809312,0.00016870903,0.00018389133,0.0001261326],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00049670256,0.00012191409,0.0001222745,0.00005207176,0.00045574523,0.00016834485,0.00035621002,0.00022430607,0.0053059743],"category_scores_gemma":[0.00020843423,0.000121200115,0.00010912644,0.00017410585,0.00020552034,0.0002788142,0.000046148645,0.0003604295,0.0029687178],"study_design_candidate":"theoretical_or_conceptual","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":[0.000009333692,0.00009496875,0.021467159,0.0000074535114,0.000021799864,0.00000740758,0.0027056925,0.0000014095001,0.0034473033,0.95901495,0.0047441926,0.008478302],"study_design_scores_gemma":[0.00042782348,0.00007197347,0.18659522,0.00004000442,0.00004128116,0.0000048315796,0.0007143662,0.0005105195,0.0025385038,0.025836453,0.7827694,0.00044961894],"about_ca_topic_score_codex":0.0037718846,"about_ca_topic_score_gemma":0.0065734056,"teacher_disagreement_score":0.93317854,"about_ca_system_score_codex":0.00005128949,"about_ca_system_score_gemma":0.0001739574,"threshold_uncertainty_score":0.99780756},"labels":[],"label_agreement":null},{"id":"W2266333131","doi":"","title":"Different Levels of Trust in Global Business Negotiation","year":2015,"lang":"en","type":"article","venue":"통상정보연구","topic":"Conflict Management and Negotiation","field":"Social Sciences","cited_by":1,"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":"Negotiation; Identification (biology); Process (computing); Public relations; Business; Knowledge management; Political science; Computer science; Law","score_opus":0.07833412856708544,"score_gpt":0.33310127765511194,"score_spread":0.2547671490880265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2266333131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9219706,0.0000377966,0.00057497114,0.0012744302,0.00033503157,0.00014624736,0.000003743768,0.000024784962,0.075632386],"genre_scores_gemma":[0.9989722,0.000011837621,0.000032780914,0.000040371084,0.000095026815,0.0000031727336,0.0000039576216,0.000002014612,0.0008386869],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99935514,0.000062920415,0.00012916571,0.00008449352,0.00025208443,0.00011620661],"domain_scores_gemma":[0.9997164,0.000017743936,0.00006397009,0.00007103561,0.00009040998,0.000040437662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002650149,0.000045605208,0.00008527238,0.000045829605,0.000033975688,0.000021844615,0.0001019636,0.000039648916,0.000107697626],"category_scores_gemma":[0.00017124704,0.00004396315,0.000017146851,0.00042192894,0.000036778303,0.00015945669,0.000026059306,0.00002183178,0.000018949591],"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":[0.000050761428,0.00020418612,0.72485465,0.000028223569,0.00001571946,0.0000031808195,0.023501242,0.00014275586,0.00012232599,0.16636704,0.0016173973,0.08309249],"study_design_scores_gemma":[0.00043798727,0.000011747076,0.984715,0.0000121988205,0.000006847193,5.3749524e-8,0.0016957918,0.00019761152,0.00004921473,0.003434625,0.00937255,0.000066416185],"about_ca_topic_score_codex":0.00235492,"about_ca_topic_score_gemma":0.0057932814,"teacher_disagreement_score":0.25986028,"about_ca_system_score_codex":0.00013099346,"about_ca_system_score_gemma":0.000060675142,"threshold_uncertainty_score":0.355995},"labels":[],"label_agreement":null}]}