{"meta":{"query_hash":"adc7dcf090bb","filters":{"venue":"Estuarine and Coastal Modeling"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/adc7dcf090bb","api":"https://metacan.xera.ac/api/v1/cohort?venue=Estuarine+and+Coastal+Modeling"},"results":[{"id":"W2318583651","doi":"10.1061/9780784412411.00006","title":"Application of Finite-Volume Coastal Ocean Model in Studying Strong Tidal Currents in Discovery Passage, British Columbia, Canada","year":2012,"lang":"en","type":"article","venue":"Estuarine and Coastal Modeling","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fisheries and Oceans Canada; ASL Environmental Sciences (Canada)","funders":"","keywords":"Stratification (seeds); Unstructured grid; Finite volume method; Discharge; Oceanography; Current (fluid); Geology; Estuary; Tidal current; Hydrological modelling; Ocean current; Hydrology (agriculture); Environmental science; Climatology; Grid; Geography; Physics","score_opus":0.011245747536654013,"score_gpt":0.19558002458106935,"score_spread":0.18433427704441535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318583651","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":[0.9830394,0.0005173499,0.015802028,0.0000104249675,0.000060455903,0.00014704371,0.00009908796,0.000010491326,0.0003137652],"genre_scores_gemma":[0.9992506,0.00010576525,0.0003675101,0.000020252099,0.000038641865,0.000001942827,0.00011979552,0.0000056315957,0.000089843714],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987942,0.00002344966,0.00033872086,0.00022806556,0.00024837977,0.0003671809],"domain_scores_gemma":[0.9996653,0.0000396612,0.00007716553,0.000088984496,0.00002938547,0.000099472745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019118817,0.00011160437,0.0002224734,0.000022520078,0.00008614902,0.00008921406,0.00011535702,0.000041537078,0.000015132914],"category_scores_gemma":[0.000021773283,0.00015018739,0.000023074586,0.0002762282,0.000041207055,0.00065262406,0.000055390137,0.00017315902,3.7871644e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008293434,0.000045592238,0.73690057,0.0000350608,0.0000039068573,0.0000025815234,0.00009135864,0.244782,6.931498e-7,0.0000039167326,0.000010358766,0.018115653],"study_design_scores_gemma":[0.0002744335,0.00001909732,0.29029447,0.00004439541,0.0000057887028,0.000002800789,0.00082525733,0.7082649,5.613653e-7,0.00013547749,0.000009229298,0.00012360771],"about_ca_topic_score_codex":0.95246196,"about_ca_topic_score_gemma":0.991768,"teacher_disagreement_score":0.46348286,"about_ca_system_score_codex":0.000006165045,"about_ca_system_score_gemma":0.00015983962,"threshold_uncertainty_score":0.61244637},"labels":[],"label_agreement":null},{"id":"W2320753666","doi":"10.1061/9780784412411.00024","title":"Modeling Sediment Disposal in Inshore Waterways of British Columbia, Canada","year":2012,"lang":"en","type":"article","venue":"Estuarine and Coastal Modeling","topic":"Environmental and Sediment Control","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":true,"ca_institutions":"ASL Environmental Sciences (Canada)","funders":"","keywords":"Sediment; Interim; Environmental science; Numerical models; Numerical modeling; Sediment transport; Work (physics); Hydrology (agriculture); Geology; Engineering; Archaeology; Geotechnical engineering; Geography; Geomorphology","score_opus":0.0057415004636484105,"score_gpt":0.16643416719245357,"score_spread":0.16069266672880517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320753666","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":[0.99718124,0.00013948555,0.0015379112,0.00004154082,0.0000768344,0.00014991607,0.000015732789,0.000009115078,0.00084825116],"genre_scores_gemma":[0.9991871,0.000047354926,0.0003238214,0.00010229167,0.000038228434,0.000015340696,0.000016354252,0.00001346173,0.00025603987],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987787,0.000020846348,0.00029967623,0.00022063019,0.00030256726,0.00037758728],"domain_scores_gemma":[0.99970084,0.000009474804,0.00003001354,0.000110724504,0.000003055813,0.0001458921],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000162739,0.0001047387,0.0001900549,0.000011692947,0.00006606604,0.000023292096,0.000095643445,0.000039844406,0.00019274597],"category_scores_gemma":[0.0000039285956,0.00014204248,0.000027835877,0.00006446196,0.000043563123,0.0002583399,0.00033588315,0.00012011194,0.0000037944976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018046676,0.00019661346,0.7659915,0.000016319693,0.0000112713815,0.000012051735,0.00036412885,0.21734455,0.0023984194,0.0000069075854,0.00007152633,0.013568647],"study_design_scores_gemma":[0.0007300575,0.000046151472,0.036271933,0.00004021781,0.000016000798,0.000014875184,0.00067583355,0.9616542,0.00006752848,0.00012688775,0.000104011306,0.00025233772],"about_ca_topic_score_codex":0.97256815,"about_ca_topic_score_gemma":0.9750421,"teacher_disagreement_score":0.7443096,"about_ca_system_score_codex":0.00009743539,"about_ca_system_score_gemma":0.000015205735,"threshold_uncertainty_score":0.57923245},"labels":[],"label_agreement":null},{"id":"W2321712843","doi":"10.1061/9780784412411.00023","title":"Approximation of the Effects of Subgrid Variations in Geometry in a Regional Ocean Model","year":2012,"lang":"en","type":"article","venue":"Estuarine and Coastal Modeling","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Limiting; Floodplain; Drag; Flow (mathematics); Scale (ratio); Bay; Meteorology; Geometry; Mechanics; Mathematics; Geography; Oceanography; Physics; Cartography; Engineering","score_opus":0.015526071678443039,"score_gpt":0.20387542625952032,"score_spread":0.1883493545810773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321712843","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":[0.99237233,0.0003173119,0.0067393538,0.000053388427,0.000026236918,0.000083030514,0.000003959595,0.0000028747884,0.0004015155],"genre_scores_gemma":[0.99888766,0.000058516318,0.0010014321,0.000020000458,0.000009262779,7.2908836e-7,0.000014905437,7.322189e-7,0.000006775058],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956053,0.000019870904,0.00017369378,0.000053276774,0.00009143291,0.000101180754],"domain_scores_gemma":[0.99978715,0.0000718084,0.000047091584,0.0000510377,0.000021837472,0.000021099373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016887118,0.000045356075,0.000085160704,0.00007438693,0.000031498264,0.000004247115,0.000054689917,0.00002871494,0.000008746122],"category_scores_gemma":[0.000058293394,0.000029988218,0.000016186972,0.00024315497,0.0000223027,0.00021010666,0.000018918312,0.000066620465,4.4648e-7],"study_design_candidate":"simulation_or_modeling","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":[0.000010431517,0.000038605707,0.69449186,0.000095756484,0.0000018311124,6.360233e-8,0.0006170694,0.29902446,0.000020896305,0.0016997148,0.000001324164,0.0039979997],"study_design_scores_gemma":[0.00012727204,0.00001626166,0.21457776,0.000027706421,0.0000030081337,0.0000013866062,0.00011309128,0.7799316,0.000033108914,0.0051368866,0.0000011186073,0.00003078921],"about_ca_topic_score_codex":0.0016847518,"about_ca_topic_score_gemma":0.0010073782,"teacher_disagreement_score":0.48090714,"about_ca_system_score_codex":9.391806e-7,"about_ca_system_score_gemma":0.000016876864,"threshold_uncertainty_score":0.2546852},"labels":[],"label_agreement":null},{"id":"W2739659490","doi":"","title":"Three-Dimensional Hydrodynamic Model of an Estuary in Nova Scotia","year":2000,"lang":"en","type":"article","venue":"Estuarine and Coastal Modeling","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Estuary; Nova (rocket); Oceanography; Environmental science; Hydrology (agriculture); Hydrological modelling; Geology; Engineering; Geotechnical engineering; Climatology","score_opus":0.013832484632801421,"score_gpt":0.21760905961216837,"score_spread":0.20377657497936694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739659490","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":[0.99285007,0.00001916666,0.0032136051,0.00011790931,0.000017158429,0.000101546044,0.0000017874146,0.000018795807,0.003659983],"genre_scores_gemma":[0.9976409,0.000012923443,0.0020696574,0.00011122689,0.0000086799555,0.0000028124327,0.00000850688,0.000008774689,0.00013648937],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991469,0.000013025956,0.00020549685,0.0002851226,0.00013730084,0.00021215221],"domain_scores_gemma":[0.9997824,0.00000843821,0.00002228067,0.00013973372,0.0000032629712,0.000043924563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015414545,0.00012465165,0.00016270643,0.000042339227,0.00006364253,0.0000055001833,0.00009992251,0.00004303725,0.00028531358],"category_scores_gemma":[0.0000025155475,0.000114186914,0.00002341744,0.00009087594,0.00012442145,0.0002377438,0.00023756188,0.00010615645,0.000043786033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005705401,0.000103448714,0.026783029,0.0000053833796,0.000007893959,0.0000071397535,0.00016554582,0.9639198,0.00035673595,0.000051278545,0.000008939963,0.008533713],"study_design_scores_gemma":[0.00036951734,0.00006383645,0.0071371873,0.000010966555,0.000011047307,0.0000034082364,0.000021623911,0.9863257,0.00001928844,0.0059151333,0.0000021604035,0.00012013563],"about_ca_topic_score_codex":0.0104054585,"about_ca_topic_score_gemma":0.027706692,"teacher_disagreement_score":0.022405857,"about_ca_system_score_codex":0.000011463834,"about_ca_system_score_gemma":0.0000042365273,"threshold_uncertainty_score":0.99618435},"labels":[],"label_agreement":null}]}