{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"61f361c7c7ff","filters":{"venue":"한국환경과학회지"}},"results":[{"id":"W3094807624","doi":"","title":"제주도 서귀포항 및 한림항내 표층퇴적물의 PCBs 분포","year":2017,"lang":"ko","type":"article","venue":"한국환경과학회지","topic":"Marine and Coastal Research","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":"Benthic zone; Environmental science; Sediment; Environmental chemistry; Total organic carbon; Sedimentary rock; Heavy metals; Oceanography; Geology; Chemistry; Geochemistry; Geomorphology","authors":[{"name":"조은일","is_ca":false},{"name":"허륜용","is_ca":false},{"name":"이민규","is_ca":false},{"name":"감상규","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03030716127333702,"gpt":0.3015585704014871,"spread":0.2712514091281502,"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":[0.0003585831,0.000341622,0.0003671531,0.000123855,0.0005892542,0.0007214949,0.00119408,0.0002557329,0.004107947],"category_scores_gemma":[0.0003864102,0.0003534346,0.0001959089,0.000102482,0.0001512059,0.0003815315,0.0009366806,0.0007541931,0.005269961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009047779,"about_ca_system_score_gemma":0.0001059157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002108672,"about_ca_topic_score_gemma":0.0005984166,"domain_scores_codex":[0.9976891,0.00004187882,0.0003212713,0.0004293393,0.0005767895,0.0009416094],"domain_scores_gemma":[0.997577,0.0000826891,0.00008921206,0.001772288,0.0001087474,0.0003700348],"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":[0.0001042256,0.0002067114,0.02845791,0.0009504748,0.0003627817,0.0007037038,0.0005078106,0.0002575339,0.004795882,0.008858782,0.08939329,0.8654009],"study_design_scores_gemma":[0.001559012,0.0002862736,0.1064822,0.0003229814,0.00008212626,0.00003582964,0.0002246259,0.01792944,0.004986227,0.002319358,0.8646505,0.001121347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2679391,0.0008188091,0.0006694261,0.001923568,0.00127406,0.0004008279,0.00006341776,0.0002399975,0.7266707],"genre_scores_gemma":[0.8963893,0.0008160047,0.0001924329,0.00007022184,0.0009637576,0.00002533668,0.00001297551,0.00008280256,0.1014472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8642796,"threshold_uncertainty_score":0.9998918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2897236357","doi":"","title":"낙동강 본류에 분포하는 표층 퇴적물의 지화학적 특성 변화","year":2017,"lang":"ko","type":"article","venue":"한국환경과학회지","topic":"Ecology and Conservation Studies","field":"Agricultural and Biological 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":"Loss on ignition; Total organic carbon; Sediment; Environmental science; Organic matter; Pollution; Heavy metals; Environmental chemistry; Grain size; Geology; Chemistry; Metallurgy; Materials science","authors":[{"name":"김신","is_ca":false},{"name":"Kwonchul Lee","is_ca":false},{"name":"김주언","is_ca":false},{"name":"Kang-Young Jung","is_ca":false},{"name":"Jung Min Ahn","is_ca":false},{"name":"Hyounggeun Kim","is_ca":false},{"name":"이인정","is_ca":false},{"name":"Dongseok Shin","is_ca":false},{"name":"Duk Seok Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0692911435417582,"gpt":0.2759582419804393,"spread":0.2066670984386811,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003323804,0.0002542913,0.0003593706,0.00001237584,0.00304126,0.0002933255,0.0008043439,0.0002989421,0.003145271],"category_scores_gemma":[0.0003763057,0.0001105463,0.0001823667,0.00009990685,0.0005839865,0.0002912229,0.0004347264,0.0002608299,0.002362513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002332409,"about_ca_system_score_gemma":0.00002466919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009464234,"about_ca_topic_score_gemma":0.004976327,"domain_scores_codex":[0.9983901,0.0001059017,0.0003159434,0.0004851784,0.0001952779,0.0005075881],"domain_scores_gemma":[0.998826,0.0002591553,0.000349888,0.0002747785,0.000159503,0.0001307011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000053817,0.0001903678,0.8839124,0.00001935745,0.0001335934,0.00004313889,0.0002460214,4.317219e-7,0.003522362,0.00676908,0.04298661,0.06212286],"study_design_scores_gemma":[0.0002142078,0.0001987179,0.8545817,0.00003343177,0.00004004,0.000005724894,0.0006244651,0.00001384043,0.0003340612,0.00172059,0.1419736,0.0002595855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9215424,0.0009558411,0.000001086831,0.04683292,0.001398279,0.0001929003,0.00005121882,0.00006644129,0.02895888],"genre_scores_gemma":[0.9560937,0.0007742017,0.00003584177,0.002438019,0.0009174738,0.00002628263,0.00001691137,0.000001827461,0.03969575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09898701,"threshold_uncertainty_score":0.9984143,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3157734169","doi":"","title":"낙동·고령 중권역의 표층 퇴적물 입도 조성 및 유기물질 분포 특성 변화","year":2018,"lang":"ko","type":"article","venue":"한국환경과학회지","topic":"Agriculture, Soil, Plant Science","field":"Agricultural and Biological 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":"Loss on ignition; Total organic carbon; Sediment; Organic matter; Environmental science; Tributary; Environmental chemistry; Water quality; Nitrogen; Pollution; Watershed; Surface water; Hydrology (agriculture); Chemistry; Environmental engineering; Geology; Geography","authors":[{"name":"김신","is_ca":false},{"name":"김형근","is_ca":false},{"name":"권헌각","is_ca":false},{"name":"김경훈","is_ca":false},{"name":"신동석","is_ca":false},{"name":"양득석","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02002786958561972,"gpt":0.2192290147981993,"spread":0.1992011452125795,"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":[0.0007659832,0.0006690742,0.0006061345,0.00004318012,0.001340291,0.000514022,0.001914463,0.0005898581,0.001490099],"category_scores_gemma":[0.0002869453,0.0002551665,0.0003344241,0.001654997,0.001124223,0.0006495861,0.0005798653,0.0005470943,0.01064394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001194272,"about_ca_system_score_gemma":0.00005955588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001512063,"about_ca_topic_score_gemma":0.00285141,"domain_scores_codex":[0.9949229,0.0002543567,0.000690188,0.001445838,0.001118548,0.001568133],"domain_scores_gemma":[0.9978441,0.0003640642,0.000412112,0.0003468744,0.0003615859,0.0006712647],"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":[0.0002429809,0.001327726,0.2322092,0.0001022847,0.0001818119,0.0002850452,0.002648899,0.00001467974,0.09589535,0.01015369,0.4990529,0.1578854],"study_design_scores_gemma":[0.0004488782,0.001667982,0.5896832,0.000238057,0.00009690556,0.0001903581,0.002435799,0.0003006103,0.01140464,0.001867508,0.3900896,0.001576456],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588135,0.0007344371,0.00001488839,0.007068883,0.002750599,0.0005548067,0.0002811067,0.0002905002,0.02949126],"genre_scores_gemma":[0.9681728,0.0003353473,0.0002474867,0.002258239,0.00494122,0.00002182926,0.0001193193,0.00000541361,0.02389836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3574741,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}