{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"a2a8e78544a6","filters":{"venue":"Korean Public Land Law Association"}},"results":[{"id":"W4310752035","doi":"10.30933/kpllr.2022.100.463","title":"CO2 Capture, Utilization, and Storage (CCUS) Policy Trends in the European Union (EU) and Major European Countries","year":2022,"lang":"en","type":"article","venue":"Korean Public Land Law Association","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Environmental science; Carbon neutrality; Carbon dioxide; European union; Industrialisation; Climate change mitigation; Natural resource economics; Scale (ratio); Environmental protection; Business; Political science; Geography; International trade; Economics; Chemistry","authors":[{"name":"Moon-Hyun Koh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01118816551276985,"gpt":0.2070868618304947,"spread":0.1958986963177248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002046635,0.0001486793,0.0001435709,0.0002757601,0.0001444731,0.0002268058,0.0001967869,0.00005270917,0.00001863825],"category_scores_gemma":[0.0001376175,0.000123744,0.00002443512,0.0006235037,0.00005028495,0.0002098579,0.00012449,0.0002919745,0.000002003725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003716715,"about_ca_system_score_gemma":0.00001337478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004758117,"about_ca_topic_score_gemma":0.00167776,"domain_scores_codex":[0.9984167,0.0006716903,0.0002024503,0.0001822814,0.0002791714,0.0002477498],"domain_scores_gemma":[0.9995345,0.00009464177,0.00009262734,0.0002044824,0.00003778268,0.00003599131],"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":[0.00002164467,0.0001768368,0.2457621,0.0001495592,0.0003385159,0.0001576306,0.01691721,0.002733406,0.0003962269,0.5518063,0.1229409,0.05859975],"study_design_scores_gemma":[0.001384595,0.00004676807,0.3864021,0.000009841343,0.00003850781,0.00004524066,0.001345136,0.001282164,0.0000309309,0.001265927,0.6077529,0.0003958253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6085716,0.002489797,0.0003411531,0.02512109,0.0004234471,0.0004948007,0.0004345529,0.001976516,0.3601471],"genre_scores_gemma":[0.998678,0.0001218348,0.00001510192,0.0004546273,0.0001062383,0.00001344515,0.0002319364,0.0000385946,0.0003402485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5505404,"threshold_uncertainty_score":0.5046133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310752182","doi":"10.30933/kpllr.2022.100.463.","title":"CO2 Capture, Utilization, and Storage (CCUS) Policy Trends in the European Union (EU) and Major European Countries","year":2022,"lang":"en","type":"article","venue":"Korean Public Land Law Association","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Environmental science; Carbon neutrality; Carbon dioxide; European union; Industrialisation; Scale (ratio); Climate change mitigation; Natural resource economics; Climate change; Environmental protection; Business; Geography; Political science; Economic policy; Economics; Chemistry","authors":[{"name":"Moon-Hyun Koh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01118816551276985,"gpt":0.2070868618304947,"spread":0.1958986963177248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002046635,0.0001486793,0.0001435709,0.0002757601,0.0001444731,0.0002268058,0.0001967869,0.00005270917,0.00001863825],"category_scores_gemma":[0.0001376175,0.000123744,0.00002443512,0.0006235037,0.00005028495,0.0002098579,0.00012449,0.0002919745,0.000002003725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003716715,"about_ca_system_score_gemma":0.00001337478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004758117,"about_ca_topic_score_gemma":0.00167776,"domain_scores_codex":[0.9984167,0.0006716903,0.0002024503,0.0001822814,0.0002791714,0.0002477498],"domain_scores_gemma":[0.9995345,0.00009464177,0.00009262734,0.0002044824,0.00003778268,0.00003599131],"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":[0.00002164467,0.0001768368,0.2457621,0.0001495592,0.0003385159,0.0001576306,0.01691721,0.002733406,0.0003962269,0.5518063,0.1229409,0.05859975],"study_design_scores_gemma":[0.001384595,0.00004676807,0.3864021,0.000009841343,0.00003850781,0.00004524066,0.001345136,0.001282164,0.0000309309,0.001265927,0.6077529,0.0003958253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6085716,0.002489797,0.0003411531,0.02512109,0.0004234471,0.0004948007,0.0004345529,0.001976516,0.3601471],"genre_scores_gemma":[0.998678,0.0001218348,0.00001510192,0.0004546273,0.0001062383,0.00001344515,0.0002319364,0.0000385946,0.0003402485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5505404,"threshold_uncertainty_score":0.5046133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310752256","doi":"10.30933/kpllr.2022.100.43.","title":"Tax Improvement for Inmates for Public Utilities","year":2022,"lang":"en","type":"article","venue":"Korean Public Land Law Association","topic":"Property Rights and Legal Doctrine","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":"Expropriation; Business; Double taxation; Value-added tax; Public service; Public economics; Corporation; Income tax; Tax reform; Economics; Finance; Economic policy; Market economy; Public administration","authors":[{"name":"NAM WOOK KIM","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03952354825622489,"gpt":0.2750256458696644,"spread":0.2355020976134395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002552704,0.0001014878,0.0001701487,0.00006545683,0.002372143,0.0005079634,0.000275081,0.00007410565,0.0004428028],"category_scores_gemma":[0.0005692763,0.00007918398,0.0001229443,0.0001997877,0.00004860789,0.0005427684,0.00006687224,0.0001026136,0.000003594637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009450183,"about_ca_system_score_gemma":0.0002891233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005478429,"about_ca_topic_score_gemma":0.01412161,"domain_scores_codex":[0.9983381,0.0001488694,0.0002380971,0.000227383,0.0004958354,0.0005517047],"domain_scores_gemma":[0.9989114,0.0003232204,0.0002312882,0.0001164308,0.0003090061,0.0001087013],"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":[0.00001893655,0.0001134253,0.004115291,0.00001562542,0.00006588319,1.296816e-7,0.002325416,9.127663e-7,0.00002648884,0.9555235,0.03046417,0.00733023],"study_design_scores_gemma":[0.0007843006,0.0001627022,0.0001940015,0.000001277699,0.00001512922,1.242038e-7,0.001492673,0.0002044758,0.00005435937,0.02070054,0.9762528,0.0001376201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1724924,0.0005934706,0.002557231,0.4506381,0.005848412,0.01018183,0.005609487,0.001325179,0.3507539],"genre_scores_gemma":[0.9577568,0.00001571177,0.0001321784,0.001263437,0.0006032533,0.001031662,0.0004757324,0.00001589224,0.03870533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9457886,"threshold_uncertainty_score":0.9989266,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3215194531","doi":"10.30933/kpllr.2021.96.243","title":"A study on the Legistration of Incentives for CCUS - Focused on U.S and Canada -","year":2021,"lang":"en","type":"article","venue":"Korean Public Land Law Association","topic":"Environmental Policies and Emissions","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":"Incentive; Economics","authors":[{"name":"Myung-Yeop Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01643627282575681,"gpt":0.2180908649331106,"spread":0.2016545921073538,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002230861,0.00006013374,0.00007452811,0.000004813984,0.0002131845,0.00003491063,0.00005482882,0.00002821674,0.00008171196],"category_scores_gemma":[0.0001186442,0.00003982717,0.00001999667,0.00005393118,0.0000276973,0.00006911712,0.00003568206,0.00004851097,0.000001836344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003140352,"about_ca_system_score_gemma":0.00002351757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1426332,"about_ca_topic_score_gemma":0.5912777,"domain_scores_codex":[0.9993154,0.00006731218,0.000110552,0.0001292573,0.0002559635,0.0001215239],"domain_scores_gemma":[0.9995368,0.0002024784,0.0001023422,0.0001122205,0.000006641988,0.00003951901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002298776,0.0005983501,0.9519796,0.000004663984,0.00006512993,0.000001888685,0.001016539,0.00007170044,0.001165624,0.01842549,0.02494347,0.001704503],"study_design_scores_gemma":[0.0008350807,0.0002160526,0.9623201,0.00000798635,0.00002149489,4.723317e-7,0.001372818,0.00008582479,0.002420934,0.0007857962,0.03182355,0.000109866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744447,0.000002874279,0.000007980045,0.007087287,0.00004632094,0.0002312784,0.00005114988,0.000005026099,0.01812341],"genre_scores_gemma":[0.9984287,0.000003726787,0.00001250349,0.0005719435,0.00002489034,0.00001932214,0.00002931678,0.000004660303,0.0009049411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4486445,"threshold_uncertainty_score":0.8630761,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2904368211","doi":"10.30933/kpllr.2018.84.281","title":"Basic Principle of Public Understanding Guideline Concerning CCS","year":2018,"lang":"en","type":"article","venue":"Korean Public Land Law Association","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","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":"Commercialization; Greenhouse gas; Order (exchange); Public opinion; Climate change; Carbon capture and storage (timeline); Business; Environmental resource management; Political science; Law; Environmental science; Marketing; Politics","authors":[{"name":"Moon-Hyun Koh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2193168986263833,"gpt":0.368279563567232,"spread":0.1489626649408487,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001603758,0.0001107764,0.0002837801,0.0001100556,0.0002701044,0.00005889718,0.00008291376,0.0001258425,0.0002546584],"category_scores_gemma":[0.0009780041,0.00009388717,0.0000710532,0.0003548554,0.0001187634,0.0002460676,0.00006117396,0.000130133,0.0000303285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034416,"about_ca_system_score_gemma":0.0003081943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002991345,"about_ca_topic_score_gemma":0.0003073212,"domain_scores_codex":[0.9984449,0.00009538654,0.0004529324,0.0002129691,0.0004542228,0.0003396172],"domain_scores_gemma":[0.9982448,0.0001608331,0.0004055211,0.0002139107,0.0008318664,0.0001430397],"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":[0.00001333775,0.0001053328,0.7817959,0.00004724851,0.0001966451,6.959891e-7,0.001000709,2.006226e-7,0.00001669251,0.202215,0.01306648,0.001541756],"study_design_scores_gemma":[0.003731646,0.0005711504,0.09646659,0.0001336011,0.0002601595,0.00001811501,0.008019467,0.0007188477,0.0005046668,0.005663957,0.8834937,0.0004180875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6286839,0.0002208947,0.005381911,0.0530401,0.001668717,0.0007712548,0.00006357725,0.0003060299,0.3098637],"genre_scores_gemma":[0.995666,0.0000389795,0.0007151417,0.00116725,0.0008047248,0.00001194,0.0001957063,0.00001564427,0.001384646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8704273,"threshold_uncertainty_score":0.3828608,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310752064","doi":"10.30933/kpllr.2022.100.43","title":"Tax Improvement for Inmates for Public Utilities","year":2022,"lang":"en","type":"article","venue":"Korean Public Land Law Association","topic":"Property Rights and Legal Doctrine","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":"Expropriation; Business; Double taxation; Value-added tax; Public service; Public economics; Tax reform; Income tax; Corporation; Economics; Finance; Market economy; Public administration","authors":[{"name":"NAM WOOK KIM","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03952354825622489,"gpt":0.2750256458696644,"spread":0.2355020976134395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002552704,0.0001014878,0.0001701487,0.00006545683,0.002372143,0.0005079634,0.000275081,0.00007410565,0.0004428028],"category_scores_gemma":[0.0005692763,0.00007918398,0.0001229443,0.0001997877,0.00004860789,0.0005427684,0.00006687224,0.0001026136,0.000003594637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009450183,"about_ca_system_score_gemma":0.0002891233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005478429,"about_ca_topic_score_gemma":0.01412161,"domain_scores_codex":[0.9983381,0.0001488694,0.0002380971,0.000227383,0.0004958354,0.0005517047],"domain_scores_gemma":[0.9989114,0.0003232204,0.0002312882,0.0001164308,0.0003090061,0.0001087013],"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":[0.00001893655,0.0001134253,0.004115291,0.00001562542,0.00006588319,1.296816e-7,0.002325416,9.127663e-7,0.00002648884,0.9555235,0.03046417,0.00733023],"study_design_scores_gemma":[0.0007843006,0.0001627022,0.0001940015,0.000001277699,0.00001512922,1.242038e-7,0.001492673,0.0002044758,0.00005435937,0.02070054,0.9762528,0.0001376201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1724924,0.0005934706,0.002557231,0.4506381,0.005848412,0.01018183,0.005609487,0.001325179,0.3507539],"genre_scores_gemma":[0.9577568,0.00001571177,0.0001321784,0.001263437,0.0006032533,0.001031662,0.0004757324,0.00001589224,0.03870533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9457886,"threshold_uncertainty_score":0.9989266,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4297688915","doi":"10.30933/kpllr.2022.99.279.","title":"A study on the perception of direct investment in overseas real estate","year":2022,"lang":"en","type":"article","venue":"Korean Public Land Law Association","topic":"Employee Welfare and Language Studies","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":"Real estate; Real estate investment trust; Capitalization rate; Business; Corporate Real Estate; Investment (military); Finance; Foreign direct investment; Real estate development; Income approach; Government (linguistics); Economics; Political science; Macroeconomics","authors":[{"name":"Inho Choi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02239305142570733,"gpt":0.2348386084557513,"spread":0.212445557030044,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001229141,0.0000930887,0.0001472895,0.0001173833,0.0003091111,0.00009475274,0.0001233023,0.00001964623,0.0001859694],"category_scores_gemma":[0.0001335279,0.00006537029,0.00004869617,0.0003988247,0.00001400682,0.0002710834,0.0001398872,0.0001231741,0.000009005458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002769021,"about_ca_system_score_gemma":0.00001312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01730297,"about_ca_topic_score_gemma":0.0117467,"domain_scores_codex":[0.9989137,0.0001071072,0.0001948231,0.0001601113,0.000447268,0.0001769557],"domain_scores_gemma":[0.999436,0.0001025603,0.0002490851,0.0001411259,0.00006577771,0.000005408111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002765485,0.0005490007,0.9395784,0.00001062915,0.00008242065,0.000007519958,0.00350966,0.00003533619,0.0000131305,0.04872348,0.006294904,0.001167849],"study_design_scores_gemma":[0.0009514617,0.00009297049,0.9225054,0.0000062977,0.00004827425,1.554504e-7,0.02359853,0.00008619145,0.000001358069,0.0007151635,0.051852,0.0001421681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6821837,0.000002525448,1.484272e-7,0.001970019,0.00009087043,0.0002731654,0.000007959398,0.00003536581,0.3154362],"genre_scores_gemma":[0.9977979,0.000008554731,0.000001168564,0.001479938,0.0001887907,0.0001124738,0.0000646258,0.0000111385,0.0003354095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3156142,"threshold_uncertainty_score":0.9892409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}