{"meta":{"query_hash":"58391ebfa020","filters":{"venue":"Ocean and Society"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/58391ebfa020","api":"https://metacan.xera.ac/api/v1/cohort?venue=Ocean+and+Society"},"results":[{"id":"W4404546575","doi":"10.17645/oas.9328","title":"Building Successful International Summer Schools to Enhance the Capacity of Marine Early Career Researchers","year":2024,"lang":"en","type":"article","venue":"Ocean and Society","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fisheries and Oceans Canada; Brock University","funders":"Javna Agencija za Raziskovalno Dejavnost RS; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Capacity building; Career development; Environmental science; Psychology; Pedagogy; Political science","score_opus":0.056417027095540556,"score_gpt":0.33712620521762393,"score_spread":0.2807091781220834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404546575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97970766,0.000057150828,0.00012985995,0.0046601575,0.00023920622,0.00009228152,0.000013810492,0.00002623738,0.01507364],"genre_scores_gemma":[0.9957632,0.0001538273,0.00071043277,0.00018640059,0.000121763136,8.624368e-7,0.0000016472809,0.0000031689171,0.0030587083],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918693,0.000040536765,0.00007068143,0.00014331023,0.00040190382,0.00015660663],"domain_scores_gemma":[0.99964255,0.00008380196,0.000013629053,0.000060856837,0.00011439976,0.00008478892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000869461,0.00004783025,0.000059806727,0.000020365658,0.00027165195,0.00018166588,0.00023417598,0.00004381439,0.00017025339],"category_scores_gemma":[0.00009054886,0.000037682254,0.00007124506,0.00022716777,0.00018893977,0.00017743447,0.0002043479,0.00015679572,0.000007613415],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023417713,0.000024802557,0.5577767,0.000057383713,0.00024064518,0.0000053280646,0.19452217,0.0000030481356,0.0008190918,0.061106954,0.1656748,0.019745655],"study_design_scores_gemma":[0.0003007792,0.000049663835,0.44333822,0.00017456853,0.00004860971,8.3049883e-7,0.09100297,0.00018620696,0.0030120942,0.0051386696,0.45627874,0.00046865127],"about_ca_topic_score_codex":0.004649047,"about_ca_topic_score_gemma":0.0003438143,"teacher_disagreement_score":0.29060394,"about_ca_system_score_codex":0.00009557397,"about_ca_system_score_gemma":0.000099576006,"threshold_uncertainty_score":0.7027999},"labels":[],"label_agreement":null},{"id":"W4406664182","doi":"10.17645/oas.8924","title":"Identifying Ocean‐Related Literature Using the UN Second World Ocean Assessment Report","year":2025,"lang":"en","type":"article","venue":"Ocean and Society","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Social Sciences and Humanities Research Council of Canada; Ocean Frontier Institute; Dalhousie University","keywords":"Oceanography; Climatology; Geography; Environmental science; Geology","score_opus":0.007530803340280162,"score_gpt":0.25102052054050056,"score_spread":0.2434897172002204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406664182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7854419,0.0002474119,0.0008841812,0.0018785149,0.00046701776,0.0004018794,0.0000101709575,0.000093378556,0.21057557],"genre_scores_gemma":[0.92550933,0.00007821436,0.0011479915,0.0011898496,0.000027369306,5.6499806e-7,0.000020969872,0.000009969236,0.07201573],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9988989,0.000039848434,0.0002428444,0.00036193195,0.00021731718,0.00023915333],"domain_scores_gemma":[0.99952734,0.000028695502,0.000088858695,0.0002873128,0.00000955686,0.000058252914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048379638,0.00015825486,0.00013383612,0.000020676482,0.0005010771,0.00022398739,0.00017113604,0.00005159503,0.0007234285],"category_scores_gemma":[0.0000063721927,0.00011382045,0.0001418566,0.0005297678,0.00015277264,0.00017276926,0.0017082004,0.00027767403,0.0000036576525],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017338942,0.00035897858,0.28813654,0.00037849616,0.00072322675,0.00037731492,0.0117461365,0.0007180166,0.0011908847,0.013846503,0.63454425,0.047962278],"study_design_scores_gemma":[0.0019702967,0.00005803349,0.5243805,0.00037918316,0.00041852446,0.00016684366,0.007982766,0.024498679,0.00047524396,0.04991417,0.38862786,0.0011279148],"about_ca_topic_score_codex":0.000049391896,"about_ca_topic_score_gemma":0.000023947929,"teacher_disagreement_score":0.24591643,"about_ca_system_score_codex":0.00012825438,"about_ca_system_score_gemma":0.0000136020635,"threshold_uncertainty_score":0.79210347},"labels":[],"label_agreement":null},{"id":"W4410831154","doi":"10.17645/oas.9732","title":"Getting Off the Boat: Re‐Considering Research Responsibility and Knowledge Dynamics in Ocean Literacy","year":2025,"lang":"en","type":"article","venue":"Ocean and Society","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"ArcticNet; Ocean Frontier Institute; Association of Canadian Universities for Northern Studies; Polar Knowledge Canada","keywords":"Dynamics (music); Literacy; Sociology; Pedagogy","score_opus":0.01703530464030274,"score_gpt":0.3069316555920208,"score_spread":0.28989635095171806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410831154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8813518,0.00022537657,0.000024310837,0.0031906564,0.00003586674,0.00021496549,0.0000024037092,0.000017874843,0.11493673],"genre_scores_gemma":[0.9917575,0.00026722753,0.00033522202,0.00029609678,0.0000116305755,0.000001590343,0.0000016196826,0.000004465005,0.007324635],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9990263,0.0001486126,0.00014727151,0.00030611383,0.00012680562,0.00024488964],"domain_scores_gemma":[0.9994159,0.00030020767,0.000017914012,0.00021249906,0.000010655324,0.000042857264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020996332,0.00008365058,0.000091539536,0.000022747561,0.0003532939,0.000097947646,0.00011661388,0.00003687591,0.000037956714],"category_scores_gemma":[0.000110932786,0.0000630289,0.000037389844,0.00033350667,0.00036788863,0.00011146311,0.0030604664,0.00027032697,0.0000036558101],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004624337,0.00015517454,0.41472927,0.00018667629,0.000027283106,0.00000919242,0.02206497,0.000029535517,0.0001240999,0.012888872,0.036959957,0.51277876],"study_design_scores_gemma":[0.00078564824,0.000060154693,0.7583181,0.0001300202,0.000016388769,0.0000030469446,0.023269279,0.084826335,0.00005040498,0.0594876,0.072767586,0.00028542476],"about_ca_topic_score_codex":0.00029661384,"about_ca_topic_score_gemma":0.0009231185,"teacher_disagreement_score":0.5124933,"about_ca_system_score_codex":0.00020462538,"about_ca_system_score_gemma":0.000019692148,"threshold_uncertainty_score":0.38146523},"labels":[],"label_agreement":null},{"id":"W4411067186","doi":"10.17645/oas.9797","title":"Ocean Literacy for Ocean Sustainability: Reflections From Australia","year":2025,"lang":"en","type":"article","venue":"Ocean and Society","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Department of Environment and Conservation","funders":"Australian Marine Sciences Association","keywords":"Sustainability; Literacy; Oceanography; Environmental science; Geography; Sociology; Geology; Ecology; Pedagogy; Biology","score_opus":0.014761720402838501,"score_gpt":0.30225104572231903,"score_spread":0.2874893253194805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411067186","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9332462,0.000040432365,0.004576671,0.007800691,0.00036676682,0.0009858875,0.0000979449,0.00016186903,0.052723523],"genre_scores_gemma":[0.9334482,0.000035298428,0.0018558189,0.0008292661,0.00004522223,0.0000018497932,0.000035791905,0.000006774211,0.0637418],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99919504,0.000016315043,0.00013930646,0.00033061538,0.00009090441,0.00022779177],"domain_scores_gemma":[0.99964297,0.000048720776,0.000027872964,0.00019316973,0.000018285848,0.00006896947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015034378,0.000116648494,0.00011047978,0.000011563201,0.00029333588,0.00009282041,0.0001106683,0.000047829068,0.00028677806],"category_scores_gemma":[0.000026789756,0.000107101034,0.00013162354,0.00017617301,0.00013726427,0.00015852108,0.0007736641,0.00008647291,0.0000067349874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000444132,0.00028584676,0.08664107,0.00016700668,0.00013120823,0.0000027172089,0.005206892,0.00014024758,0.00011908013,0.01315592,0.80873495,0.085370645],"study_design_scores_gemma":[0.0006270964,0.00007159103,0.06504256,0.000013091014,0.00007269365,4.4847357e-7,0.0028660232,0.0013746711,0.00008342068,0.16997518,0.75964445,0.00022876242],"about_ca_topic_score_codex":0.0007890212,"about_ca_topic_score_gemma":0.000066064305,"teacher_disagreement_score":0.15681925,"about_ca_system_score_codex":0.0001730552,"about_ca_system_score_gemma":0.000013124974,"threshold_uncertainty_score":0.43674535},"labels":[],"label_agreement":null},{"id":"W4413084908","doi":"10.17645/oas.9809","title":"The Ocean &amp; Society Survey: A Global Tool for Understanding People–Ocean Connections and Mobilizing Ocean Action","year":2025,"lang":"en","type":"article","venue":"Ocean and Society","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University; Dalhousie University","funders":"","keywords":"Value (mathematics); Action (physics); Public relations; Sociology; Political science; Computer science","score_opus":0.032999689481227154,"score_gpt":0.2728456271567659,"score_spread":0.23984593767553875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413084908","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9604616,0.00010722703,0.026620982,0.002855775,0.00040668363,0.00089602283,0.00010732011,0.00014189539,0.008402505],"genre_scores_gemma":[0.9940563,0.00065182976,0.0003987896,0.000560226,0.00003539837,0.0000024323888,0.000033592296,0.000010650188,0.004250781],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9988417,0.00005175125,0.00019410485,0.00040399178,0.00016737463,0.0003410854],"domain_scores_gemma":[0.99938107,0.0002676311,0.00006597917,0.00019452492,0.000014244619,0.00007653874],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00084744714,0.00018156006,0.00015689073,0.000007025987,0.0015834684,0.00022674925,0.00012461338,0.00007487433,0.000025542757],"category_scores_gemma":[0.000053111726,0.00014590203,0.00018624951,0.00030756532,0.00027842302,0.00017073753,0.0008861606,0.00012384343,0.000002186374],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006642636,0.00012521991,0.3580758,0.00017059504,0.0002636839,2.911381e-7,0.0030857325,0.00020285654,0.00006372211,0.018357983,0.6045377,0.015049962],"study_design_scores_gemma":[0.0031160098,0.00021247783,0.69905996,0.00007339982,0.00031602627,0.000013755173,0.051162537,0.021446584,0.000024472833,0.07284009,0.15072049,0.0010142038],"about_ca_topic_score_codex":0.000415058,"about_ca_topic_score_gemma":0.001580616,"teacher_disagreement_score":0.45381725,"about_ca_system_score_codex":0.00044097277,"about_ca_system_score_gemma":0.000020295256,"threshold_uncertainty_score":0.99971634},"labels":[],"label_agreement":null},{"id":"W4413993446","doi":"10.17645/oas.10338","title":"Strategies for Transforming Coastal Governance: Addressing Interdependent Dimensions","year":2025,"lang":"en","type":"article","venue":"Ocean and Society","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"European Commission; UK Research and Innovation; HORIZON EUROPE Framework Programme; Government of the United Kingdom","keywords":"Interdependence; Corporate governance; Process management; Environmental planning; Business; Economic geography; Political science; Environmental resource management; Regional science; Geography; Environmental science; Finance","score_opus":0.010825677282326456,"score_gpt":0.24637402794410307,"score_spread":0.23554835066177662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413993446","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19568607,0.00015904111,0.09767572,0.0019252271,0.00032565044,0.0006650327,0.000050580475,0.00010588035,0.7034068],"genre_scores_gemma":[0.99404323,0.000115129325,0.0010944855,0.000413376,0.000011572388,0.000003944089,0.0000054217617,0.000004096271,0.0043087676],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99955356,0.0000065554646,0.00008288886,0.00015353005,0.00006706778,0.00013637515],"domain_scores_gemma":[0.9998706,0.000017950657,0.000018185749,0.00006137204,0.0000028174388,0.00002907085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011026314,0.00007152262,0.00006752135,0.0000031077614,0.00020671345,0.00005843776,0.000060914037,0.000019348014,0.00008001013],"category_scores_gemma":[0.0000022374825,0.0000615521,0.000076725264,0.000047887166,0.00008294704,0.00012636381,0.0005039639,0.00005009393,0.0000022138988],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003255937,0.00013345262,0.002486943,0.00020219531,0.00008393268,0.0000027159463,0.0055230972,0.00023566335,0.003317313,0.056822665,0.12760887,0.8035506],"study_design_scores_gemma":[0.0040291236,0.00025023174,0.055956617,0.00035249678,0.00020717614,0.0000069186863,0.06033284,0.024692664,0.0014114951,0.08025686,0.771569,0.00093455054],"about_ca_topic_score_codex":0.0000950091,"about_ca_topic_score_gemma":0.00014041142,"teacher_disagreement_score":0.80261606,"about_ca_system_score_codex":0.0000328949,"about_ca_system_score_gemma":0.0000072446983,"threshold_uncertainty_score":0.2510022},"labels":[],"label_agreement":null}]}