{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"d25aa99dd1a0","filters":{"venue":"Ocean and Polar Research"}},"results":[{"id":"W1602630920","doi":"","title":"Reviews on Natural Resources in the Arctic","year":2001,"lang":"en","type":"article","venue":"Ocean and Polar Research","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Arctic; Geology; Permafrost; Continental shelf; Oceanography; Natural gas; Mineral resource classification; Canada Basin; Fossil fuel; Structural basin; Geochemistry; Sedimentary basin; Sedimentary rock; Earth science; Physical geography; Geomorphology; Geography","authors":[{"name":"Jong-Ryeol Yoon","is_ca":false},{"name":"Yeadong Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1134540369832065,"gpt":0.322298232517865,"spread":0.2088441955346585,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001684717,0.00004626884,0.00007087139,0.00004608383,0.000288322,0.00007076,0.0001306945,0.00002185764,0.0003078324],"category_scores_gemma":[0.0002111341,0.00002192603,0.0000161692,0.000281364,0.00009309689,0.00005109515,0.00001111877,0.0003029799,0.0002845721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001978173,"about_ca_system_score_gemma":0.000002712239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002347548,"about_ca_topic_score_gemma":0.003428127,"domain_scores_codex":[0.9989381,0.0004021819,0.0000809417,0.0001192766,0.0002262015,0.0002332509],"domain_scores_gemma":[0.9995848,0.0002667363,0.00001038681,0.00008683867,0.00001541397,0.00003584034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007001796,0.00001550059,0.9243797,0.00001342465,0.000001924075,0.00002627151,0.001359364,0.000009303386,0.000001252273,0.000286587,0.007201301,0.06663534],"study_design_scores_gemma":[0.00005752505,0.0001485588,0.6022461,0.00001344444,4.868526e-7,0.000005797747,0.0006355643,0.0001675778,2.85164e-7,0.0008982351,0.3957974,0.00002903535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650187,0.01205946,1.988426e-7,0.006533959,0.00003604076,0.0001649458,0.000001676824,0.00000423197,0.01618073],"genre_scores_gemma":[0.9916769,0.007109097,0.000008953681,0.0005764363,0.0000877928,4.724506e-7,0.00001076599,6.090859e-7,0.000528942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3885961,"threshold_uncertainty_score":0.3657694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1986031292","doi":"10.4217/opr.2007.29.4.367","title":"Application of a Sediment Quality Index to the Masan Bay, Korea","year":2007,"lang":"en","type":"article","venue":"Ocean and Polar Research","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Bay; Sediment; Environmental science; Guideline; Hydrology (agriculture); Geology; Oceanography; Geomorphology","authors":[{"name":"Won Joon Shim","is_ca":false},{"name":"Sang-Hee Hong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03316403900231231,"gpt":0.3499685464278636,"spread":0.3168045074255513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00262859,0.00004542042,0.00005480856,0.00003890776,0.0001295717,0.0000162615,0.000188115,0.00003190012,0.0000256906],"category_scores_gemma":[0.00002505018,0.00002988392,0.00001581253,0.0002930938,0.0001672967,0.00003555196,0.0002276446,0.000130873,0.00007928241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000519175,"about_ca_system_score_gemma":0.000004571518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002346252,"about_ca_topic_score_gemma":0.0001928699,"domain_scores_codex":[0.9989443,0.00008313857,0.0001214528,0.0001541272,0.0004640172,0.0002329577],"domain_scores_gemma":[0.999549,0.00008133164,0.00001886645,0.0002258708,0.0000133739,0.0001115325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004364719,0.00004197449,0.9831629,0.000006313028,0.000002439832,4.548598e-7,0.0007473831,0.00001212736,0.0003755364,0.0007161503,0.0009602286,0.01393086],"study_design_scores_gemma":[0.0001528005,0.00007679816,0.9299092,0.000003849344,0.000001342504,0.00000145797,0.0003909453,0.000855318,0.0009839877,0.002805568,0.06475965,0.00005902875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913236,0.00002652867,0.001561222,0.001179232,0.00001560456,0.0002389494,0.000008243475,0.000006795704,0.005639769],"genre_scores_gemma":[0.9993677,0.00001516791,0.00009231727,0.0001175453,0.00002721845,0.0000022264,0.000005246491,0.000004584803,0.0003679681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06379942,"threshold_uncertainty_score":0.3546847,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1869822176","doi":"10.4217/opr.2007.29.4.319","title":"Implications for Coastal Ecosystem Health Assessments and Their Applications in Korea","year":2007,"lang":"en","type":"article","venue":"Ocean and Polar Research","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ecosystem; Ecosystem health; Environmental resource management; Marine ecosystem; Environmental science; Ecosystem services; Climate change; Environmental planning; Coastal management; Ecological health; Environmental protection; Ecology","authors":[{"name":"Young‐Ok Kim","is_ca":false},{"name":"Won Joon Shim","is_ca":false},{"name":"Ki‐Dai Yum","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05244522198079623,"gpt":0.3871535902310608,"spread":0.3347083682502646,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001399626,0.00005806041,0.00007378968,0.00007250819,0.0002525315,0.00003874433,0.00009553465,0.00001829048,0.00002110891],"category_scores_gemma":[0.000008101772,0.0000468119,0.00001224591,0.0002125743,0.00007101992,0.00006059124,0.0007341824,0.00009174368,0.0000060741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007276722,"about_ca_system_score_gemma":0.00001221918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171256,"about_ca_topic_score_gemma":0.01003051,"domain_scores_codex":[0.9992342,0.00003835952,0.0001214664,0.0002079507,0.00009685912,0.0003011408],"domain_scores_gemma":[0.9995818,0.0001164876,0.00001997814,0.0001386068,0.000008727235,0.0001344358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002491384,0.0001827823,0.4373314,0.0001010269,0.000008259522,4.583232e-7,0.0004671523,0.000002122735,0.0004079473,0.02368163,0.0048823,0.53291],"study_design_scores_gemma":[0.0003759356,0.0001739579,0.7024485,0.00001107158,0.000001261285,0.000003819798,0.001328218,0.0002327197,0.00004650723,0.01234858,0.2829308,0.00009860234],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8437097,0.0003518632,0.03562152,0.01001556,0.0000374656,0.004848259,0.0005198102,0.00005840345,0.1048374],"genre_scores_gemma":[0.9985105,0.00008641537,0.0003266802,0.00006411541,0.00001555963,0.00003072279,0.00004033168,0.000006604882,0.0009190967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5328113,"threshold_uncertainty_score":0.5597259,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1948748878","doi":"","title":"The Sociopolitical Economics of Marine Ranching Program in Korea","year":2001,"lang":"en","type":"article","venue":"Ocean and Polar Research","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","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":"Business; Government (linguistics); General partnership; Marine conservation; Fisheries management; Fishing; Equity (law); Revenue; Fishery; Context (archaeology); Marine protected area; Order (exchange); Environmental resource management; Economics; Finance; Geography; Habitat; Ecology; Political science","authors":[{"name":"Seong Kwae Park","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08104370632781213,"gpt":0.3581313637380216,"spread":0.2770876574102095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009659813,0.00004403228,0.00006733498,0.00001144472,0.000304576,0.0001016807,0.0001266573,0.0000419132,0.00009329495],"category_scores_gemma":[0.00009672127,0.00001260993,0.00001958149,0.0003041532,0.0001619629,0.0001098574,0.00009411462,0.0002267094,0.000004220277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000122604,"about_ca_system_score_gemma":0.000006419687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001248902,"about_ca_topic_score_gemma":0.001497336,"domain_scores_codex":[0.9993102,0.000123194,0.000134443,0.00009979303,0.00009317029,0.0002392055],"domain_scores_gemma":[0.9992216,0.0006053842,0.00002687456,0.00002994199,0.000072856,0.00004334961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006935872,0.0001324869,0.318055,0.000007126622,0.00001005923,0.000003612785,0.0001279348,3.98895e-7,0.00154001,0.06351458,0.0007723895,0.615767],"study_design_scores_gemma":[0.0001061434,0.000220976,0.719655,0.000008278891,0.000001461182,0.0000108862,0.001539027,0.0001334425,0.0001196832,0.009034372,0.2691008,0.00006995197],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822857,0.0001602767,4.249835e-8,0.006194382,0.00001361214,0.0001410332,0.000004672515,0.000007408977,0.01119282],"genre_scores_gemma":[0.9979079,0.001154713,0.00003649263,0.00002801177,0.00009872069,0.000003148416,0.00001596707,3.622445e-7,0.0007546411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6156971,"threshold_uncertainty_score":0.2342583,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2962825110","doi":"","title":"부산 연안해역의 잔류성 유기오염물질과 중금속 오염평가","year":2016,"lang":"ko","type":"article","venue":"Ocean and Polar Research","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":"Sediment; Environmental chemistry; Pollutant; Contamination; Total organic carbon; Heavy metals; Environmental science; Environmental engineering; Chemistry; Geology; Ecology; Biology","authors":[{"name":"한기명","is_ca":false},{"name":"홍상희","is_ca":false},{"name":"심원준","is_ca":false},{"name":"나공태","is_ca":false},{"name":"김경태","is_ca":false},{"name":"하성용","is_ca":false},{"name":"장미","is_ca":false},{"name":"김기범","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04985291981159742,"gpt":0.3377132091278264,"spread":0.287860289316229,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002675016,0.0003218455,0.0003545214,0.0005712679,0.0004259848,0.0003652394,0.0006229372,0.0002776895,0.005630747],"category_scores_gemma":[0.000638845,0.0002368444,0.0001210758,0.0007148374,0.0004585976,0.0003093412,0.00103276,0.001209563,0.002543884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155028,"about_ca_system_score_gemma":0.0002316294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013444,"about_ca_topic_score_gemma":0.0001779104,"domain_scores_codex":[0.9953906,0.0004680699,0.0003521948,0.0005993741,0.001400966,0.001788812],"domain_scores_gemma":[0.9972497,0.0007902798,0.00002334054,0.0007751338,0.00031844,0.000843098],"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":[0.000340426,0.0002342499,0.05256965,0.001483734,0.000293537,0.0003289878,0.0009199752,0.000002581908,0.01603264,0.02064797,0.2417821,0.6653641],"study_design_scores_gemma":[0.001385823,0.0005982865,0.01193145,0.0004930894,0.00001547064,0.00004395668,0.0003456637,0.0008036652,0.004300914,0.00241052,0.9771011,0.0005700472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6141598,0.0116485,0.0003089391,0.009061129,0.0004761424,0.001037946,0.0003336997,0.000253437,0.3627205],"genre_scores_gemma":[0.8302928,0.009898672,0.00004500092,0.0000325935,0.0005767223,0.000007172216,0.000009994528,0.00009455705,0.1590425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.735319,"threshold_uncertainty_score":0.9982327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}