{"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":"b9ab3bd4ac2e","filters":{"venue":"해양환경안전학회지"}},"results":[{"id":"W3200326648","doi":"","title":"해역이용협의서 중 퇴적물 환경기준 개선방안 연구 -항만 어항개발사업 사례를 중심으로-","year":2021,"lang":"ko","type":"article","venue":"해양환경안전학회지","topic":"Marine and Coastal Research","field":"Engineering","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":"Dredging; Sediment; Environmental science; Land reclamation; Fishing; Port (circuit theory); Environmental resource management; Marine pollution; Pollution; Environmental planning; Environmental protection; Fishery; Oceanography; Geography; Ecology; Engineering; Geology","authors":[{"name":"전은주","is_ca":false},{"name":"주현희","is_ca":false},{"name":"탁대호","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01667002536210564,"gpt":0.26209277902972,"spread":0.2454227536676144,"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":[0.000415516,0.0004868712,0.0005602204,0.0001926589,0.0001969136,0.0003441458,0.0005479807,0.0003432395,0.01167257],"category_scores_gemma":[0.0003917674,0.00053951,0.0003269863,0.0009717682,0.00008872753,0.0002539722,0.0008679251,0.001060547,0.005013099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345354,"about_ca_system_score_gemma":0.0003985796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006674126,"about_ca_topic_score_gemma":0.0008892639,"domain_scores_codex":[0.9963995,0.0001530477,0.000556243,0.0007094191,0.0008944785,0.001287316],"domain_scores_gemma":[0.9977583,0.0002559071,0.00005543135,0.001116295,0.0003014736,0.000512604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001825618,0.001013922,0.02691135,0.003364704,0.001255483,0.007216981,0.001604483,0.002772972,0.02636272,0.02844296,0.1605541,0.7403178],"study_design_scores_gemma":[0.001543252,0.0002100207,0.01845066,0.0003417342,0.0001203525,0.0001522188,0.000728691,0.01515845,0.02185935,0.001494328,0.9386179,0.001323026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2239996,0.006195916,0.001930732,0.003067272,0.002732414,0.0005345326,0.0001605905,0.0005732002,0.7608058],"genre_scores_gemma":[0.8818405,0.002133558,0.000535865,0.0003039477,0.001156134,0.00003987539,0.0001159552,0.0001562687,0.1137179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7780638,"threshold_uncertainty_score":0.9997057,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3109334768","doi":"","title":"선박 근접상황에서 항해사의 인적특성요인이 지각한 충돌위험도에 미치는 영향에 관한 연구","year":2020,"lang":"ko","type":"article","venue":"해양환경안전학회지","topic":"Education, Safety, and Science Studies","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":"Collision; License; Quarter (Canadian coin); Statistics; Psychology; Demography; Applied psychology; Computer security; Computer science; Geography; Mathematics","authors":[{"name":"김도훈","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08087864614029014,"gpt":0.3676288263659789,"spread":0.2867501802256888,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001480747,0.0004308668,0.0005915634,0.00009999821,0.00243617,0.0003671608,0.00127398,0.0002591736,0.002859388],"category_scores_gemma":[0.001464149,0.0004093653,0.0003112004,0.001943305,0.001550434,0.000659211,0.0002967942,0.0004498289,0.002500732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889325,"about_ca_system_score_gemma":0.0009575532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002512907,"about_ca_topic_score_gemma":0.002616385,"domain_scores_codex":[0.9953567,0.0004682202,0.0006822241,0.001020152,0.001286144,0.001186559],"domain_scores_gemma":[0.9976337,0.0004698889,0.0003024887,0.0004658714,0.0003738416,0.0007542425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005018438,0.0004554881,0.2403442,0.0001904378,0.0001999717,0.00003304172,0.4694688,0.00003724094,0.0004260385,0.03136869,0.2381344,0.01929159],"study_design_scores_gemma":[0.0007769872,0.0004062364,0.2188888,0.000140484,0.0001920284,0.000003889918,0.227136,0.0002559274,0.0002628613,0.007762508,0.5427737,0.001400522],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4318456,0.003094799,0.0001694104,0.3598514,0.009910289,0.0009873894,0.00009882623,0.0004019168,0.1936404],"genre_scores_gemma":[0.9738392,0.004521335,0.0003217684,0.00515408,0.004720248,0.00003103238,0.00001119456,0.00003341421,0.01136775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5419936,"threshold_uncertainty_score":0.9998358,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2803203023","doi":"","title":"해상화학사고 대응을 위한 국내 교육훈련체계 개선에 관한 연구 국내 체계와 - 외국 체계의 비교를 기반으로 -","year":2017,"lang":"ko","type":"article","venue":"해양환경안전학회지","topic":"Marine and Coastal Research","field":"Engineering","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":"Coast guard; Curriculum; Training (meteorology); Government (linguistics); Political science; Business; Guard (computer science); Higher education; Economic growth; Environmental protection; Geography; Economics","authors":[{"name":"김광수","is_ca":false},{"name":"이문진","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02883127431243827,"gpt":0.3013830120134043,"spread":0.272551737700966,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007369033,0.0006556706,0.0006938414,0.0002577599,0.0008841089,0.001085071,0.001895759,0.0004644956,0.007884087],"category_scores_gemma":[0.0006918926,0.0006802799,0.0003690228,0.0002512742,0.0002630343,0.0006771552,0.00164229,0.001279826,0.005865423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001976678,"about_ca_system_score_gemma":0.0002346736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002829441,"about_ca_topic_score_gemma":0.001141417,"domain_scores_codex":[0.9957622,0.0001062897,0.0006213345,0.0008301583,0.001043142,0.001636882],"domain_scores_gemma":[0.9961372,0.0002125081,0.0001763315,0.002697382,0.0002095821,0.0005669891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007097413,0.001187364,0.1016643,0.005271536,0.001743578,0.001778273,0.002586236,0.001225112,0.03463526,0.02105393,0.1762001,0.6519445],"study_design_scores_gemma":[0.002838443,0.0004064902,0.3491089,0.0007197433,0.0001826394,0.00007088147,0.0003377387,0.02018286,0.007074772,0.004498288,0.6123556,0.002223575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4823539,0.00128824,0.0006058571,0.002850929,0.0031094,0.0009540305,0.0002060596,0.0005157043,0.5081159],"genre_scores_gemma":[0.9235769,0.0009202132,0.000273445,0.0001291562,0.001452204,0.00005875648,0.00004216177,0.0001703383,0.07337683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.649721,"threshold_uncertainty_score":0.9999519,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3144175066","doi":"","title":"정부대행검사기관 선박검사원의 자격기준에 관한 연구","year":2020,"lang":"ko","type":"article","venue":"해양환경안전학회지","topic":"Marine and Coastal Research","field":"Engineering","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":"License; Certification; Enforcement; Statutory law; Officer; Work (physics); Government (linguistics); Legislation; Educational institution; Business; Engineering; Political science; Law","authors":[{"name":"Sang Il Lee","is_ca":false},{"name":"Jeongmin Jeongmin","is_ca":false},{"name":"전해동","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02799800779005242,"gpt":0.2549454957532157,"spread":0.2269474879631633,"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":[0.0001950056,0.0003488211,0.0003895868,0.00009138323,0.0001049597,0.0001784086,0.000556133,0.0002053905,0.006597979],"category_scores_gemma":[0.0002663198,0.0003702537,0.0001940713,0.0006216296,0.00006061338,0.0001833334,0.0005527387,0.0008074014,0.006544581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007010577,"about_ca_system_score_gemma":0.0001141395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00034416,"about_ca_topic_score_gemma":0.00006854601,"domain_scores_codex":[0.9976437,0.00006905616,0.0003755358,0.000471701,0.0006051363,0.0008348608],"domain_scores_gemma":[0.9986458,0.0001265969,0.00003736998,0.0004621462,0.00008906919,0.0006390208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003763933,0.0003543094,0.03446801,0.004021056,0.0008372375,0.001768444,0.004373323,0.005440545,0.01765133,0.0131112,0.2054681,0.7121301],"study_design_scores_gemma":[0.001909697,0.0007353333,0.01601077,0.0001915353,0.0001111089,0.00002666609,0.0006375895,0.1281337,0.009001685,0.0007956037,0.8409159,0.001530502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4254457,0.002911941,0.005519064,0.02171103,0.001638166,0.001164394,0.0002025269,0.001338556,0.5400686],"genre_scores_gemma":[0.9882983,0.0006540707,0.0002423975,0.0007456657,0.001122752,0.00002105264,0.00003069807,0.0001030293,0.008782059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7105995,"threshold_uncertainty_score":0.9998749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}