{"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":"eade5b31d926","filters":{"venue":"The Korean Data Analysis Society"}},"results":[{"id":"W4401926501","doi":"10.37727/jkdas.2024.26.4.975","title":"A Study on the Effect of Research and Development Expenditures on Firm Value and Corporate Performance","year":2024,"lang":"en","type":"article","venue":"The Korean Data Analysis Society","topic":"Impact of AI and Big Data on Business and Society","field":"Decision Sciences","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":"Value (mathematics); Business; Research development; Enterprise value; Economics; Accounting; Industrial organization; Mathematics; Statistics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.3891548150447129,"gpt":0.4594636097874498,"spread":0.07030879474273694,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01939323,0.0001725967,0.0003651513,0.0001223556,0.0009128355,0.0006661679,0.001444617,0.00005556734,0.00004417056],"category_scores_gemma":[0.0004390354,0.00006419728,0.0001145007,0.001507954,0.0005453431,0.0002800309,0.000987259,0.0003575557,0.00002435437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002447529,"about_ca_system_score_gemma":0.00006639977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008076346,"about_ca_topic_score_gemma":0.00002731133,"domain_scores_codex":[0.9963773,0.0005786803,0.0003646568,0.0006212093,0.001811888,0.0002462254],"domain_scores_gemma":[0.9936652,0.004358769,0.0001328322,0.001692275,0.00008709721,0.00006386564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004792027,0.0006532079,0.4657543,0.0001713121,0.00801066,0.00002939278,0.06566204,0.0003901552,0.0002632027,0.001888574,0.3713632,0.08533474],"study_design_scores_gemma":[0.0006849997,0.001842754,0.9001067,0.0001998108,0.0009129039,0.000006775419,0.05042386,0.03268304,0.002135709,0.0009591038,0.00962867,0.0004156809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974887,0.0003700893,0.00006977808,0.001402239,0.00006116837,0.0003031281,0.0001617242,0.00001482037,0.0001282858],"genre_scores_gemma":[0.9991145,0.0002753159,0.00003978598,0.0001170887,0.00005843815,0.00001190266,0.00009650023,0.000007233941,0.0002791936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4343524,"threshold_uncertainty_score":0.7020885,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2918760457","doi":"10.37727/jkdas.2019.21.1.437","title":"The Performance of the Korean Montreal Protocol for Evaluation of Communication in the Stroke Patients with Right vs. Left Hemispheric groups: A Qualitative and Quantitative Analysis","year":2019,"lang":"en","type":"article","venue":"The Korean Data Analysis Society","topic":"Subtitles and Audiovisual Media","field":"Arts and Humanities","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":"Aphasia; Comprehension; Audiology; Cognition; Lateralization of brain function; Stroke (engine); Psychology; Lesion; Qualitative analysis; Right hemisphere; Correlation; Developmental psychology; Medicine; Clinical psychology; Cognitive psychology; Psychiatry; Qualitative research","authors":[{"name":"Hee Rim Woo","is_ca":false},{"name":"Jung Wan Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06033181861277682,"gpt":0.3472082945576059,"spread":0.2868764759448291,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003524852,0.0001318889,0.0003158433,0.0000335884,0.0004368555,0.00007937589,0.0009470405,0.0000268019,0.00009166288],"category_scores_gemma":[0.00008818864,0.000049361,0.0002317236,0.0004175206,0.0006165852,0.0002326341,0.0001601537,0.0001278308,7.273659e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003164659,"about_ca_system_score_gemma":0.00004667185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001697918,"about_ca_topic_score_gemma":0.02150881,"domain_scores_codex":[0.9979201,0.0007495675,0.0003715254,0.0002068852,0.0006140633,0.0001378349],"domain_scores_gemma":[0.9965112,0.001197006,0.0005831898,0.001285343,0.0004097761,0.00001345684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006441722,0.0005479341,0.1786324,0.0001608508,0.009951654,2.106359e-8,0.7926085,0.00154753,0.00002071522,0.01133069,0.002123614,0.002431865],"study_design_scores_gemma":[0.003244414,0.0004640855,0.2984044,0.00009607345,0.01102043,1.016904e-7,0.30775,0.3764144,0.00008389838,0.0009444352,0.001324704,0.0002530463],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842225,0.00005112322,0.00004656695,0.0003147738,0.000009199363,0.01427618,0.0005436728,0.000004029424,0.0005319362],"genre_scores_gemma":[0.9963518,0.00002377243,0.0001162183,0.00004641462,0.000015397,0.002856793,0.0004557053,0.000007641935,0.0001262169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4848586,"threshold_uncertainty_score":0.9963461,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386200828","doi":"10.37727/jkdas.2023.25.4.1391","title":"Mutual Shareholding Limited Business Group and Quarterly Earnings Management","year":2023,"lang":"en","type":"article","venue":"The Korean Data Analysis Society","topic":"Auditing, Earnings Management, Governance","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":"Accounting; Corporate group; Commission; Business; Earnings; Shareholder; Earnings management; Quarter (Canadian coin); Government (linguistics); Finance; Corporate governance","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02432788522645447,"gpt":0.2334046317376349,"spread":0.2090767465111804,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002030848,0.0003736068,0.0004404867,0.0003552999,0.0009050611,0.001003165,0.001860652,0.0000770692,0.0002331892],"category_scores_gemma":[0.0006115025,0.0003041632,0.0002540951,0.007403809,0.0002056131,0.001872986,0.002733213,0.0003129637,0.0005316647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004764665,"about_ca_system_score_gemma":0.000006257314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009235207,"about_ca_topic_score_gemma":0.0002075297,"domain_scores_codex":[0.997043,0.00003729009,0.0004569114,0.001046185,0.000763551,0.0006531356],"domain_scores_gemma":[0.9938063,0.0001317493,0.004202089,0.001725791,0.0001063487,0.00002774017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000684437,0.0001982719,0.2479191,0.001116859,0.01123995,0.000122814,0.003566328,0.002470799,0.0002546425,0.0167508,0.4910431,0.2252489],"study_design_scores_gemma":[0.000656848,0.000009104408,0.6438822,0.00007435194,0.003969768,0.000001193536,0.006118948,0.1169721,0.000001020922,0.0003752123,0.2273395,0.0005997544],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8556427,0.0001336035,0.1307013,0.004805862,0.0002890089,0.000796483,0.0001694652,0.001533534,0.005928028],"genre_scores_gemma":[0.9894803,0.0003123586,0.0007080539,0.001806351,0.0008701591,0.0000372119,0.004119064,0.0000760433,0.002590435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.395963,"threshold_uncertainty_score":0.9999411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322155221","doi":"10.37727/jkdas.2022.25.1.205","title":"A Study on the Settling-up of Quarterly Earnings in the Insurance Industry","year":2023,"lang":"en","type":"article","venue":"The Korean Data Analysis Society","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","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":"Interim; Accrual; Earnings; Business; Actuarial science; Quarter (Canadian coin); Accounting; Cash; Finance","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08808068382576738,"gpt":0.2846120888908321,"spread":0.1965314050650647,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005540257,0.0001509597,0.0004035007,0.0001362892,0.0002935911,0.00008759182,0.002069019,0.00008911289,0.0000337569],"category_scores_gemma":[0.0001283575,0.00008769413,0.0002787164,0.003633387,0.0001321765,0.0001548222,0.000213229,0.0006043297,0.0001754689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003009598,"about_ca_system_score_gemma":0.00001274974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001335541,"about_ca_topic_score_gemma":0.0003518468,"domain_scores_codex":[0.9984214,0.0001210977,0.0005854525,0.0004383559,0.0001514647,0.0002821923],"domain_scores_gemma":[0.9970849,0.0003063021,0.0004201836,0.002150236,0.00002260337,0.00001583524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001639684,0.0002401978,0.9012663,0.00001032856,0.001083567,0.000004643515,0.05604913,0.0007343228,0.000001236934,0.02015817,0.01921694,0.001218747],"study_design_scores_gemma":[0.000301869,0.00008356352,0.9518164,0.000007496548,0.0001194038,1.491303e-7,0.03696612,0.004807848,0.000001223374,0.002496621,0.00327083,0.0001284631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994423,0.00009035946,0.0001627044,0.002927145,0.00007978536,0.0003801421,0.000604735,0.00002235599,0.001309735],"genre_scores_gemma":[0.9986469,0.0001574613,0.000008875595,0.0006372171,0.00007268498,0.00004343616,0.0001381282,0.00001223725,0.0002830887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05055009,"threshold_uncertainty_score":0.3844787,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}