{"meta":{"query_hash":"7911fb20d6d7","filters":{"venue":"Journal of Coastal Conservation"},"cohort_total":31,"direct_labels_cover":0,"predictions_cover":31,"exported":31,"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/7911fb20d6d7","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Coastal+Conservation"},"results":[{"id":"W1964239139","doi":"10.1007/s11852-011-0152-5","title":"Advancing objectives-based, integrated ocean management through marine spatial planning: current and future directions on the Scotian Shelf off Nova Scotia, Canada","year":2011,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"","keywords":"Context (archaeology); Marine spatial planning; Ecosystem-based management; Environmental resource management; Nova scotia; Marine protected area; Management by objectives; Business; Oceanography; Environmental planning; Geography; Environmental science; Ecosystem; Ecology; Geology","score_opus":0.013819538761306675,"score_gpt":0.22098072007699343,"score_spread":0.20716118131568675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964239139","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":[0.9096814,0.000112655165,0.005841717,0.008193826,0.0021034526,0.00064138067,0.00002151953,0.000029828683,0.07337424],"genre_scores_gemma":[0.9976759,0.00007756527,0.00087886886,0.0009557829,0.00013759834,0.0000019732443,0.000011907919,0.000013757975,0.00024665133],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9987625,0.00007689161,0.00034938662,0.00017907293,0.000430497,0.00020164181],"domain_scores_gemma":[0.9993577,0.000054696673,0.00030638813,0.00014862837,0.000050658124,0.00008190259],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029202757,0.00017573532,0.00015570065,0.00006234311,0.00015983978,0.00003859178,0.00016793891,0.000022720606,0.00064574304],"category_scores_gemma":[0.000029725172,0.00012210471,0.000052829604,0.00026777055,0.00008927245,0.00025676595,0.0004654326,0.0002680747,0.000004788633],"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":[0.0008815557,0.0005199724,0.24662305,0.00007647981,0.0001828782,0.00015858938,0.001245677,0.0012392495,0.000097521144,0.0027062583,0.055139173,0.69112957],"study_design_scores_gemma":[0.00084653567,0.00046067417,0.723205,0.00015960762,0.00009415979,0.000029758969,0.0018664832,0.0014138947,0.0003623979,0.0018808988,0.2694216,0.00025903105],"about_ca_topic_score_codex":0.25631788,"about_ca_topic_score_gemma":0.671729,"teacher_disagreement_score":0.6908706,"about_ca_system_score_codex":0.00022899138,"about_ca_system_score_gemma":0.00007839418,"threshold_uncertainty_score":0.74863434},"labels":[],"label_agreement":null},{"id":"W1979232946","doi":"10.1007/s11852-013-0254-3","title":"Improving seabed classification from Multi-Beam Echo Sounder (MBES) backscatter data with visual data mining","year":2013,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Algoma University","funders":"Geological Survey of Ireland; Science Foundation Ireland; National University of Ireland","keywords":"Echo sounding; Seabed; Backscatter (email); Echo (communications protocol); Remote sensing; Geology; Environmental science; Computer science; Acoustics; Data mining; Oceanography; Physics; Telecommunications","score_opus":0.1172480144136377,"score_gpt":0.30879169032568665,"score_spread":0.19154367591204896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979232946","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":[0.74738234,0.00005198618,0.25080323,0.0010879033,0.00013867694,0.00018370879,0.00024809767,0.000013439535,0.00009059411],"genre_scores_gemma":[0.94987136,0.000013829038,0.046746872,0.00038028858,0.0002318181,5.1911195e-7,0.0026241662,0.000009453666,0.00012169365],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980619,0.00013187989,0.0005006553,0.0003239844,0.00071007444,0.00027151295],"domain_scores_gemma":[0.9978557,0.00042219184,0.00046322733,0.0006293937,0.00046676904,0.00016266975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079668016,0.0001441573,0.0001966647,0.00014795386,0.0001449759,0.0005035465,0.0009894725,0.00007859686,0.0008300665],"category_scores_gemma":[0.00021892523,0.00010675463,0.000020117932,0.00019900392,0.00010552547,0.0033504646,0.00016233696,0.0003181012,0.00010749393],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023841538,0.000095849544,0.8847168,0.000032155618,0.00013820422,0.000021031787,0.00036152155,0.0011759131,0.02544964,3.04066e-7,0.006377796,0.08139234],"study_design_scores_gemma":[0.00059219915,0.0001213573,0.32847136,0.000033600172,0.00003367794,0.000023408431,0.0007824719,0.6694039,0.00019626234,0.000026107666,0.00020880645,0.000106820924],"about_ca_topic_score_codex":0.0077664843,"about_ca_topic_score_gemma":0.009027535,"teacher_disagreement_score":0.66822803,"about_ca_system_score_codex":0.000013482762,"about_ca_system_score_gemma":0.00035989637,"threshold_uncertainty_score":0.99884087},"labels":[],"label_agreement":null},{"id":"W2015176500","doi":"10.1007/s11852-009-0058-7","title":"Participative governance and integrated coastal management. An experiment of dialogue in an insular community at isle-aux-coudres (Quebec, Canada)","year":2009,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Negotiation; Citizen journalism; Corporate governance; Coastal management; Nature Conservation; Environmental resource management; Participatory management; Conflict management; Political science; Environmental planning; Sociology; Geography; Business; Ecology; Management; Environmental science; Social science","score_opus":0.02054617056054646,"score_gpt":0.2479855595999126,"score_spread":0.2274393890393661,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015176500","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":[0.99665475,0.000024667632,0.00024406837,0.00083606713,0.000051549338,0.00019006102,0.00002214243,0.000005405795,0.0019712802],"genre_scores_gemma":[0.9987968,0.000041487525,0.00033090182,0.0004616146,0.000009073216,0.0000038615954,0.00002923643,0.0000061489773,0.00032082826],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99849004,0.00022802562,0.00050785707,0.00012868398,0.00046315475,0.0001822274],"domain_scores_gemma":[0.999188,0.000041109237,0.00041058272,0.00018376998,0.000058978276,0.00011754893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043917669,0.00014764801,0.00023855569,0.000048346028,0.00010950852,0.000029541523,0.00021079955,0.000031291514,0.00011411391],"category_scores_gemma":[0.000039649964,0.00013319214,0.000028929222,0.00021606922,0.0001328427,0.0006564847,0.00052937283,0.00019265267,5.2795576e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037218684,0.003974962,0.5609927,0.00010701959,0.00016771547,0.00045702845,0.011332889,0.005633166,0.07675367,0.00445826,0.013213237,0.3191875],"study_design_scores_gemma":[0.0010986984,0.00077723124,0.9862088,0.000060894366,0.000024562762,0.0000066274893,0.0025387378,0.0017525764,0.0034574918,0.0009635021,0.00294742,0.0001634342],"about_ca_topic_score_codex":0.53220195,"about_ca_topic_score_gemma":0.98049873,"teacher_disagreement_score":0.44829676,"about_ca_system_score_codex":0.0002673134,"about_ca_system_score_gemma":0.00006405665,"threshold_uncertainty_score":0.5431417},"labels":[],"label_agreement":null},{"id":"W2016201976","doi":"10.1007/s11852-011-0172-1","title":"Marine habitat mapping in support of Marine Protected Area management in a subarctic fjord: Gilbert Bay, Labrador, Canada","year":2011,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Marine protected area; Fjord; Habitat; Benthic zone; Oceanography; Bay; Coralline algae; Bathymetry; Fishery; Geography; Marine spatial planning; Environmental science; Substrate (aquarium); Seagrass; Ordination; Ecology; Geology; Reef; Biology","score_opus":0.024649463484746354,"score_gpt":0.21363537973686222,"score_spread":0.18898591625211586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016201976","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":[0.90562195,8.010399e-7,0.00010196647,0.0008986548,0.00004391331,0.00028711586,0.0000020486414,0.0000024602582,0.093041115],"genre_scores_gemma":[0.994611,0.000028058395,0.003017696,0.00027805788,0.000009388958,0.00001254882,0.000009772553,0.000010511878,0.0020229197],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984157,0.00007791497,0.0006383115,0.0001254078,0.00051241147,0.00023024029],"domain_scores_gemma":[0.9994144,0.000041452804,0.00027730633,0.0001357075,0.000054734373,0.0000764387],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00056623714,0.00010567762,0.00021840287,0.00017843685,0.0000217986,0.000011220558,0.00021354109,0.000037001664,0.005071464],"category_scores_gemma":[0.000097374585,0.000098875564,0.00003481016,0.0005708258,0.00006836303,0.0003135009,0.0004127084,0.0002442199,0.000002213029],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024131157,0.00012036175,0.976646,0.000057164012,0.00001685729,0.00027983592,0.00018883118,0.000013949461,0.0003611863,0.000040560953,0.0009762945,0.021057623],"study_design_scores_gemma":[0.0008429864,0.00016609137,0.98945606,0.000019324216,0.0000054083785,0.00003549906,0.00022967663,0.00048291814,0.00016754694,0.00043984276,0.008060727,0.00009394799],"about_ca_topic_score_codex":0.6120992,"about_ca_topic_score_gemma":0.9320391,"teacher_disagreement_score":0.31993994,"about_ca_system_score_codex":0.0002543585,"about_ca_system_score_gemma":0.0001301925,"threshold_uncertainty_score":0.99583805},"labels":[],"label_agreement":null},{"id":"W2018959056","doi":"10.1007/s11852-014-0343-y","title":"Risk assessment of coastal erosion of Karasu coast in Black Sea","year":2014,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ministry of Transportation of Ontario","funders":"Afyon Kocatepe Üniversitesi","keywords":"Coastal erosion; Erosion; Period (music); Natural (archaeology); Outfall; Breakwater; Environmental science; Physical geography; Oceanography; Geology; Hydrology (agriculture); Geography; Geomorphology; Geotechnical engineering","score_opus":0.013522292282456728,"score_gpt":0.22600405561885317,"score_spread":0.21248176333639646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018959056","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":[0.9955329,0.000030767023,0.0010617886,0.00023532572,0.000093090406,0.000064313084,0.00006280229,0.0000018386704,0.0029171794],"genre_scores_gemma":[0.99868447,0.00024775398,0.00091300596,0.000055741057,0.000039773393,1.2878093e-7,0.000026864183,0.0000021865044,0.00003006253],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987374,0.00013286356,0.00056609296,0.00007552612,0.0003773352,0.00011079114],"domain_scores_gemma":[0.9989273,0.00017697821,0.0006940096,0.0000720195,0.00008118713,0.000048504913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071605365,0.00008842584,0.00027040055,0.00009438896,0.000037227233,0.000009501818,0.000096325515,0.000038771712,0.00018538674],"category_scores_gemma":[0.000084515625,0.0000703223,0.000069692396,0.00013396914,0.00013725425,0.00023724766,0.0000229947,0.00014989376,0.0000028775867],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000100572404,0.000064609376,0.98042136,0.000019895439,0.000016114132,0.0000017472852,0.00012000088,0.0041250703,0.00091354107,0.000026572696,0.00033405903,0.013856458],"study_design_scores_gemma":[0.0006669256,0.0006017025,0.98225975,0.000081791615,0.000021606591,0.000005722951,0.00032062564,0.014793183,0.00049802026,0.00036260244,0.00032473909,0.0000633334],"about_ca_topic_score_codex":0.0060683703,"about_ca_topic_score_gemma":0.025584932,"teacher_disagreement_score":0.019516561,"about_ca_system_score_codex":0.0000063876623,"about_ca_system_score_gemma":0.000042871055,"threshold_uncertainty_score":0.9921956},"labels":[],"label_agreement":null},{"id":"W2025456013","doi":"10.1007/s11852-014-0344-x","title":"India’s coastal zone management with an emphasis on rapidly developing Gujarat State","year":2014,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Threatened species; Salt marsh; Geography; Coral reef; Mangrove; Government (linguistics); State (computer science); Environmental protection; Fishery; Ecology","score_opus":0.010518250579317828,"score_gpt":0.2186124075659225,"score_spread":0.2080941569866047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025456013","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":[0.89937013,0.0000025016234,0.07538114,0.0021477584,0.00016643944,0.00025647346,0.000005579699,0.000027612925,0.022642367],"genre_scores_gemma":[0.98576427,0.000030756142,0.010303954,0.0018940249,0.00006109865,0.00000662898,0.000015775866,0.000021044132,0.0019024262],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9982561,0.00010829953,0.00045394478,0.0002199152,0.00070435455,0.00025742565],"domain_scores_gemma":[0.9991273,0.00004502722,0.00043059987,0.0001997771,0.0000575567,0.00013970582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067257846,0.00019688331,0.00021975153,0.00013699953,0.00013079251,0.000097821416,0.00024300012,0.000028991257,0.00016061959],"category_scores_gemma":[0.00001821171,0.0001543096,0.00005634148,0.0002983132,0.00009349513,0.0006446817,0.0005274005,0.00014966504,0.00005274605],"study_design_candidate":"design_other","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":[0.0016489652,0.00040448236,0.041762862,0.000058572787,0.00015202667,0.00016669305,0.0005048557,0.0043817284,0.0010044526,0.003585857,0.0059705763,0.94035894],"study_design_scores_gemma":[0.0045680953,0.0051215375,0.7587538,0.00024678468,0.0001270296,0.00013721081,0.00083059544,0.0021805083,0.0018778045,0.0047905664,0.2206128,0.00075329747],"about_ca_topic_score_codex":0.00024556727,"about_ca_topic_score_gemma":0.0024766386,"teacher_disagreement_score":0.93960565,"about_ca_system_score_codex":0.00010151713,"about_ca_system_score_gemma":0.000025367159,"threshold_uncertainty_score":0.6292563},"labels":[],"label_agreement":null},{"id":"W2027334729","doi":"10.1007/s11852-012-0219-y","title":"Responsiveness of Ada Sea Defence Project to salt water intrusion associated with sea level rise","year":2012,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Saltwater intrusion; Livelihood; Environmental science; Water resource management; Water scarcity; Soil salinity; Coastal erosion; Water resources; Salinity; Environmental resource management; Groundwater; Erosion; Agriculture; Geography; Oceanography; Geology; Aquifer","score_opus":0.031273258251761145,"score_gpt":0.23886221304306432,"score_spread":0.20758895479130318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027334729","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":[0.9971455,0.000024828565,0.0014607684,0.0005398525,0.0002042718,0.00015609786,0.00016914654,0.0000071882837,0.00029238957],"genre_scores_gemma":[0.99848104,0.000009475696,0.00090166356,0.00018586087,0.000062989086,4.4412027e-7,0.00010424876,0.0000041564253,0.0002501024],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987608,0.00015011728,0.00036100319,0.00007931398,0.00041544274,0.00023333303],"domain_scores_gemma":[0.99879867,0.00018155269,0.00029341487,0.00008277257,0.00052263227,0.00012094991],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008626366,0.000108853346,0.00021000614,0.00016492631,0.00007308621,0.0000253559,0.00012641777,0.000049153776,0.00008833415],"category_scores_gemma":[0.00026456398,0.00006769959,0.000049857594,0.00028665582,0.000046037785,0.0005788121,0.000038010836,0.0001440589,0.0000069471857],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017765934,0.000056918732,0.98009646,0.000022180617,0.000033753786,0.000012431627,0.0005630098,0.0007777147,0.0026964254,0.00001549304,0.00045064677,0.013498359],"study_design_scores_gemma":[0.00047796516,0.0008001951,0.99167854,0.00012195694,0.000035609803,0.0000672933,0.00021234414,0.0019416084,0.002612275,0.000088272755,0.001836865,0.00012708797],"about_ca_topic_score_codex":0.003623736,"about_ca_topic_score_gemma":0.019250197,"teacher_disagreement_score":0.015626462,"about_ca_system_score_codex":0.000012005731,"about_ca_system_score_gemma":0.0002043937,"threshold_uncertainty_score":0.9986459},"labels":[],"label_agreement":null},{"id":"W2046261912","doi":"10.1007/s11852-013-0277-9","title":"Development of a relative coastal vulnerability index in a macro-tidal environment for climate change adaptation","year":2013,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Intertidal zone; Storm surge; Vulnerability assessment; Coastal management; Environmental science; Climate change; Shore; Vulnerability index; Coastal erosion; Vulnerability (computing); Tidal range; Hydrology (agriculture); Environmental resource management; Bay; Physical geography; Estuary; Geography; Storm; Oceanography; Psychological resilience; Geology; Meteorology; Computer science","score_opus":0.058617316623876266,"score_gpt":0.2627168902613266,"score_spread":0.20409957363745035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046261912","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":[0.98858553,0.000041468404,0.009996109,0.0008602336,0.00005513694,0.00037137786,0.000040574865,0.000002642351,0.00004690639],"genre_scores_gemma":[0.9862753,0.000024961473,0.0135400845,0.000055119493,0.00004976408,0.000009161277,0.00003521489,0.0000022727786,0.000008126739],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986374,0.00009479308,0.00060390035,0.00010300611,0.00035822534,0.00020269297],"domain_scores_gemma":[0.99921054,0.00021875362,0.0002813086,0.00005212886,0.00014507203,0.00009222835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038939095,0.00008454718,0.00019408873,0.00010006424,0.00006263423,0.00002350596,0.000089629284,0.00005932447,0.00028627686],"category_scores_gemma":[0.000096096286,0.00006463485,0.000059566926,0.00011574636,0.00007054553,0.0005878116,0.000016171629,0.00017314145,0.000013292566],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062300375,0.00007370243,0.8638042,0.000053671327,0.00001297756,0.0000025992574,0.0006625462,0.00031731595,0.00050735555,0.00008913016,0.0000113077285,0.13384217],"study_design_scores_gemma":[0.000731493,0.00038868096,0.9839968,0.00003709358,0.0000043376212,0.000005004282,0.0003301462,0.012250776,0.00017481566,0.0011892909,0.00082304416,0.00006852706],"about_ca_topic_score_codex":0.0016086061,"about_ca_topic_score_gemma":0.01600862,"teacher_disagreement_score":0.13377364,"about_ca_system_score_codex":0.000013811358,"about_ca_system_score_gemma":0.0000886634,"threshold_uncertainty_score":0.89331853},"labels":[],"label_agreement":null},{"id":"W2057581641","doi":"10.1007/s11852-013-0252-5","title":"Using geospatial business intelligence paradigm to design a multidimensional conceptual model for efficient coastal erosion risk assessment","year":2013,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Remote Sensing and LiDAR Applications","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geospatial analysis; Computer science; Data science; Geographic information system; Conceptual framework; Spatial analysis; Business intelligence; Conceptual model; Risk analysis (engineering); Management science; Data mining; Geography; Cartography; Database; Remote sensing; Engineering; Business","score_opus":0.057554917523558166,"score_gpt":0.297391201040785,"score_spread":0.2398362835172268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057581641","genre_codex":"methods","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":[0.47083056,0.0000021756157,0.5281734,0.00046554272,0.00008382919,0.00040761856,0.000014251828,0.000007176009,0.000015442523],"genre_scores_gemma":[0.68711746,0.0000032995852,0.3125695,0.00020192728,0.00004687895,0.0000062948225,0.0000074436866,0.000012761449,0.00003442794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832034,0.00010908038,0.0005942197,0.00021767484,0.0005205675,0.00023814554],"domain_scores_gemma":[0.9985395,0.00026010606,0.00053916156,0.00015481649,0.00032755526,0.00017884477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006277083,0.00016405301,0.00021667841,0.00007474708,0.0002846917,0.00007023859,0.00014701497,0.00006919679,0.00006183822],"category_scores_gemma":[0.00019146672,0.00014241031,0.00008652664,0.00028496564,0.00014854137,0.0002980014,0.0001000381,0.00016794758,0.00002814678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001028073,0.00012142294,0.0017857249,0.0000027318943,0.000010107047,7.617784e-7,0.00044121916,0.90588045,0.08562899,0.00014258537,0.0008765116,0.0050067073],"study_design_scores_gemma":[0.0003925158,0.00016478905,0.03433285,0.000045289253,0.000036979454,0.00002714078,0.00019948273,0.9610734,0.0025303196,0.0008662016,0.00017113468,0.00015991121],"about_ca_topic_score_codex":0.001389341,"about_ca_topic_score_gemma":0.00024993933,"teacher_disagreement_score":0.2162869,"about_ca_system_score_codex":0.00015359749,"about_ca_system_score_gemma":0.00016507682,"threshold_uncertainty_score":0.5807324},"labels":[],"label_agreement":null},{"id":"W2061701384","doi":"10.1007/s11852-013-0281-0","title":"Exploring the possibilities of seaward migrating juvenile European sturgeon Acipenser sturio L., in the Dutch part of the River Rhine","year":2013,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ministry of Transportation of Ontario","funders":"Interreg; Institut National de Recherche en Sciences et Technologies pour l'Environnement et l'Agriculture","keywords":"Fishery; Fish migration; Estuary; Brackish water; Endangered species; Acipenser; Sturgeon; Juvenile; Stocking; Population; Habitat; Geography; Hatchery; Oceanography; Environmental science; Fish <Actinopterygii>; Ecology; Salinity; Biology; Geology","score_opus":0.04369448484494546,"score_gpt":0.21497198364196565,"score_spread":0.1712774987970202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061701384","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":[0.9896174,0.000013524417,0.000013789534,0.007932289,0.00015778575,0.0002105543,0.0000018712119,0.0000020182188,0.002050774],"genre_scores_gemma":[0.998733,0.000037638958,0.000066717235,0.0007155151,0.000027221682,0.000007580697,5.091373e-7,0.0000038790004,0.0004079544],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987683,0.00033887682,0.00043765595,0.000065744505,0.00028284467,0.000106558306],"domain_scores_gemma":[0.9990594,0.0002642775,0.00046515153,0.00014974257,0.00005065686,0.000010811368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012818334,0.000072467985,0.00013460185,0.000022863998,0.00013588509,0.000015148799,0.00029185365,0.00001237297,0.000099749566],"category_scores_gemma":[0.00022126418,0.000034323184,0.000066060384,0.00016668848,0.00028293018,0.00045815317,0.00021232382,0.00016362389,0.000008387389],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035649722,0.00009086809,0.9576553,0.00001945177,0.00003970223,0.000002319758,0.01543573,0.0007356068,0.0016251873,0.00013699934,0.023226077,0.0009970763],"study_design_scores_gemma":[0.00020342128,0.00008485293,0.98927426,0.000040891286,0.000018597952,0.000002970679,0.0070898077,0.000060245246,0.00054746226,0.0003798566,0.0022611532,0.000036483412],"about_ca_topic_score_codex":0.00077964034,"about_ca_topic_score_gemma":0.004502041,"teacher_disagreement_score":0.031618927,"about_ca_system_score_codex":0.000021082535,"about_ca_system_score_gemma":0.000009839818,"threshold_uncertainty_score":0.25122443},"labels":[],"label_agreement":null},{"id":"W2085774548","doi":"10.1007/s11852-013-0273-0","title":"GIS-based risk assessment for the Nile Delta coastal zone under different sea level rise scenarios case study: Kafr EL Sheikh Governorate, Egypt","year":2013,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Sea level; Climate change; Global warming; Sea level rise; Delta; Environmental science; Geography; Climatology; Physical geography; Environmental protection; Oceanography; Geology","score_opus":0.03080271295080505,"score_gpt":0.26329059119602316,"score_spread":0.2324878782452181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085774548","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":[0.9158258,0.000043122738,0.079195745,0.0022252502,0.0004900745,0.0009194188,0.0011882869,0.000017125114,0.00009518572],"genre_scores_gemma":[0.9975768,0.000027225247,0.0012343971,0.0004128309,0.00017019047,0.000011888054,0.00017794748,0.00001181621,0.00037695174],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979093,0.00021520334,0.0007086315,0.00021229885,0.0006233196,0.00033124676],"domain_scores_gemma":[0.997143,0.00092278706,0.0007805716,0.00023467808,0.00071668177,0.0002022851],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007695723,0.00026467053,0.0003429202,0.000103065315,0.0004749655,0.00031177612,0.00026955418,0.00007306743,0.0003816327],"category_scores_gemma":[0.00012169933,0.00016733984,0.00018891689,0.00021694621,0.00010306498,0.00065012655,0.000063860156,0.00041421523,0.000009974487],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039065734,0.00040554206,0.91179353,0.000031053783,0.00018110205,0.00014763037,0.00018144932,0.026235016,0.000067318615,0.00003023242,0.0034156463,0.057120804],"study_design_scores_gemma":[0.0019282785,0.0011145812,0.6634452,0.000020720228,0.00015774106,0.0002568553,0.0027110893,0.32896417,0.000011149693,0.0004004989,0.00080710807,0.00018262847],"about_ca_topic_score_codex":0.07642809,"about_ca_topic_score_gemma":0.40901968,"teacher_disagreement_score":0.33259156,"about_ca_system_score_codex":0.000029711737,"about_ca_system_score_gemma":0.00038498643,"threshold_uncertainty_score":0.9297221},"labels":[],"label_agreement":null},{"id":"W2088102273","doi":"10.1007/s11852-013-0234-7","title":"Increasing pressure, declining water and climate change in north-eastern Morocco","year":2013,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Climate variability and models","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Department for International Development; International Development Research Centre","keywords":"Tourism; Water scarcity; Climate change; Water resources; Mediterranean climate; Scarcity; Agrarian society; Geography; Agriculture; Environmental science; Environmental resource management; Water resource management; Ecology","score_opus":0.03600423951534894,"score_gpt":0.253264046021326,"score_spread":0.2172598065059771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088102273","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":[0.99851686,0.000023629356,0.00007452575,0.00089290977,0.000057918536,0.00014945395,0.000003006282,0.000004950415,0.00027676855],"genre_scores_gemma":[0.9986265,0.000055907974,0.0007753307,0.00047883438,0.00003740747,0.000005350771,0.000004016238,0.000006271722,0.000010415834],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990855,0.00008854069,0.00037545635,0.000098366276,0.00017792603,0.0001742545],"domain_scores_gemma":[0.99959505,0.0000818167,0.00015727596,0.000067857036,0.0000312513,0.00006677758],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006727181,0.00007697105,0.00014009385,0.00004796047,0.000049672522,0.00005474923,0.00007023299,0.00004260082,0.00023947851],"category_scores_gemma":[0.00005855912,0.00005779467,0.000025657337,0.00006931073,0.000054098982,0.0011565202,0.00013999642,0.00012300521,0.000023251454],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005743108,0.000032778786,0.98992443,0.000015118433,0.00000388267,0.000003670744,0.0010445917,0.00026286766,0.0049454207,0.00000983908,0.000013453124,0.0036865103],"study_design_scores_gemma":[0.00043149406,0.00006817184,0.971298,0.00004946673,0.00001419885,0.000048198544,0.000090360794,0.027076509,0.00015691288,0.0002858354,0.00040254474,0.0000783312],"about_ca_topic_score_codex":0.0025781898,"about_ca_topic_score_gemma":0.0032286798,"teacher_disagreement_score":0.026813641,"about_ca_system_score_codex":0.000021460623,"about_ca_system_score_gemma":0.000004673002,"threshold_uncertainty_score":0.3897469},"labels":[],"label_agreement":null},{"id":"W2089547835","doi":"10.1007/s11852-008-0026-7","title":"Spatial analysis of traffic and risks in the coastal zone","year":2008,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Government of Canada","keywords":"Context (archaeology); Marine spatial planning; Coastal zone; Environmental science; Environmental resource management; Nature Conservation; Geographic information system; Sustainability; Computer science; Geography; Remote sensing; Ecology","score_opus":0.028099732616111917,"score_gpt":0.24748684371881127,"score_spread":0.21938711110269934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089547835","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":[0.9932643,0.00006034815,0.006021271,0.00027626596,0.000048821206,0.000045107416,0.000015974683,0.0000059007393,0.0002619733],"genre_scores_gemma":[0.9995544,0.00011351457,0.00021388794,0.00006073168,0.000029152707,5.9738824e-7,0.000012893666,0.000004033168,0.000010801198],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992207,0.000056983292,0.00040719708,0.000036082576,0.00021650626,0.000062526844],"domain_scores_gemma":[0.9995487,0.00012628514,0.00013376052,0.00005587024,0.00010986341,0.00002552871],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036912467,0.00005797903,0.00019313119,0.00021782005,0.00002763177,0.000009246494,0.000059656082,0.00003850291,0.000030368656],"category_scores_gemma":[0.00004228612,0.000045593268,0.00007050136,0.0004442949,0.00004568195,0.00012884964,0.000007080356,0.00015042382,3.2952275e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004506146,0.00025622288,0.58605224,0.00010291657,0.0009772922,0.00014232757,0.008306604,0.3419292,0.0066679507,0.00037103836,0.0014480304,0.053295568],"study_design_scores_gemma":[0.00053339626,0.00005877716,0.82922214,0.000014776383,0.00010869627,0.000054779375,0.00022063465,0.16912082,0.00014543447,0.0000108463155,0.00046076882,0.000048893267],"about_ca_topic_score_codex":0.00022812358,"about_ca_topic_score_gemma":0.0026368797,"teacher_disagreement_score":0.24316995,"about_ca_system_score_codex":0.000007067271,"about_ca_system_score_gemma":0.000027669796,"threshold_uncertainty_score":0.18592395},"labels":[],"label_agreement":null},{"id":"W2162365702","doi":"10.1007/s11852-010-0101-8","title":"Application of aerial photography in combination with GIS for coastal management at small spatial scales: a case study of shellfish aquaculture","year":2010,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Ministry of Environment","keywords":"Aerial photography; Intertidal zone; Geographic information system; Threatened species; Marine spatial planning; Footprint; Remote sensing; Coastal management; Geography; Environmental science; Ecosystem; Environmental resource management; Scale (ratio); Spatial ecology; Habitat; Ecology; Cartography; Oceanography; Geology","score_opus":0.01121448008119754,"score_gpt":0.21229832691967584,"score_spread":0.2010838468384783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162365702","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":[0.995952,0.0000050962235,0.0027253574,0.000064557455,0.00013677179,0.00068034435,0.00012293302,0.0000036682884,0.00030924764],"genre_scores_gemma":[0.99861944,0.0000062819677,0.0010694161,0.000028916436,0.000045271972,0.0000049109176,0.00018282433,0.000002984921,0.000039973824],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99893147,0.000061013077,0.000550738,0.00012698019,0.00021521599,0.00011460463],"domain_scores_gemma":[0.998776,0.00011856827,0.0006816477,0.00009593202,0.0002804736,0.000047350786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040995973,0.00010821177,0.00025561015,0.0002070997,0.000052286505,0.000014360812,0.00011499264,0.00007107462,0.000031737487],"category_scores_gemma":[0.000019753747,0.00008224344,0.00005772632,0.0002337783,0.00007322403,0.00014575636,0.00002052356,0.00013318476,3.5226765e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033006025,0.0004968621,0.9313694,0.00009527461,0.000076427474,0.00010532846,0.00060812396,0.00021183268,0.0045527355,0.00005045378,0.000072046714,0.05906087],"study_design_scores_gemma":[0.009931504,0.007852195,0.9612539,0.000059768696,0.00015925715,0.0012170542,0.006879526,0.008502539,0.0019012731,0.00046238376,0.0015156439,0.00026498205],"about_ca_topic_score_codex":0.025779888,"about_ca_topic_score_gemma":0.6725076,"teacher_disagreement_score":0.6467277,"about_ca_system_score_codex":0.000002670039,"about_ca_system_score_gemma":0.000032351752,"threshold_uncertainty_score":0.9807075},"labels":[],"label_agreement":null},{"id":"W2168560341","doi":"10.1007/s11852-012-0222-3","title":"Comparing interactive and automated mapping systems for supporting fisheries enforcement activities—a case study on vessel monitoring systems (VMS)","year":2012,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; Memorial University of Newfoundland","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland","keywords":"Enforcement; Context (archaeology); Computer science; Fisheries management; Usability; Interactivity; Field (mathematics); Data science; Fishing; Fishery; Human–computer interaction; World Wide Web; Geography; Ecology","score_opus":0.07518153836325883,"score_gpt":0.3129159938155885,"score_spread":0.23773445545232966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168560341","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":[0.9972585,0.00010181985,0.00065783487,0.000042465646,0.0006392301,0.0006031429,0.0000033530491,0.000030248884,0.00066343625],"genre_scores_gemma":[0.9995672,0.000019047911,0.00010949531,0.000022392183,0.00017257658,0.00003624174,0.0000011057815,0.000013339416,0.00005859032],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9985821,0.00010855883,0.0006144668,0.00011956277,0.0003250829,0.00025019562],"domain_scores_gemma":[0.9986331,0.00029330616,0.0008416686,0.00008178644,0.000060121383,0.00009000501],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010532268,0.00015194251,0.00032860338,0.00005872175,0.00024383735,0.00016845738,0.0000793085,0.000029305165,0.000007835667],"category_scores_gemma":[0.00013169025,0.00013441507,0.00004323667,0.00010682239,0.000033772903,0.0015679246,0.00018438639,0.00013918479,0.0000013307947],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013022283,0.00015243882,0.9909864,0.00012929743,0.00012582229,0.00006189857,0.005309199,0.0009278481,0.0007905093,0.000033447206,0.0005627476,0.00079014606],"study_design_scores_gemma":[0.0018446028,0.0014739656,0.7138904,0.0006296515,0.000147363,0.0016472263,0.22500373,0.04694902,0.00033516224,0.000003479031,0.0076874797,0.0003879262],"about_ca_topic_score_codex":0.005478335,"about_ca_topic_score_gemma":0.00017687248,"teacher_disagreement_score":0.27709603,"about_ca_system_score_codex":0.00026394287,"about_ca_system_score_gemma":0.00001265139,"threshold_uncertainty_score":0.82816404},"labels":[],"label_agreement":null},{"id":"W2176675221","doi":"10.1652/1400-0350(2002)008[0035:gaaaos]2.0.co;2","title":"GIS and aquaculture: Assessment of soft-shell clam sites","year":2002,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Aquaculture; Sustainability; Resource (disambiguation); Fishery; Environmental resource management; Environmental science; Fish <Actinopterygii>; Ecology; Computer science; Biology","score_opus":0.04376518154165256,"score_gpt":0.30818082689916887,"score_spread":0.2644156453575163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2176675221","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":[0.97092754,0.000382325,0.0011376459,0.0059558563,0.00021464666,0.00015063703,0.0000075152375,0.000011836831,0.021212012],"genre_scores_gemma":[0.9979218,0.00024955007,0.000898428,0.00017313393,0.000073887495,0.0000010950888,0.0000011853037,0.0000023713144,0.0006785166],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988045,0.000088256485,0.0004896241,0.000041728945,0.00047797538,0.00009791277],"domain_scores_gemma":[0.99829805,0.00013606102,0.0007122739,0.00004461356,0.00076047,0.000048506485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008938215,0.000059214493,0.00017558846,0.00011468747,0.00020063344,0.000049780596,0.00007492761,0.00005192558,0.00006920685],"category_scores_gemma":[0.00020660849,0.00004892315,0.00006018931,0.00023770379,0.00016466313,0.00058244745,0.000021417682,0.00009533942,0.0000020547989],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002198344,0.000105088264,0.90293306,0.00009223278,0.00016575977,0.0000045737384,0.043158688,0.000029857907,0.0020172358,0.029336134,0.016541753,0.0055936365],"study_design_scores_gemma":[0.0015678507,0.00048270103,0.8348484,0.00022717484,0.00010432828,0.00004098159,0.05090504,0.0019828996,0.00017052841,0.0036786434,0.10571477,0.00027668136],"about_ca_topic_score_codex":0.0002717043,"about_ca_topic_score_gemma":0.0011198708,"teacher_disagreement_score":0.08917301,"about_ca_system_score_codex":0.000021532871,"about_ca_system_score_gemma":0.00004667045,"threshold_uncertainty_score":0.19950281},"labels":[],"label_agreement":null},{"id":"W2743277705","doi":"10.1007/s11852-017-0550-4","title":"Recent shoreline evolution and beach erosion along the central Adriatic coast of Italy: the case of Molise region","year":2017,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":43,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Shore; Transect; Coastal erosion; Erosion; Period (music); Physical geography; Oceanography; Geology; Climate change; Natural (archaeology); Sea level; Geography; Geomorphology","score_opus":0.02135804270663927,"score_gpt":0.2304167552498443,"score_spread":0.20905871254320504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2743277705","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":[0.9947233,0.00037595123,0.0010622496,0.0032864546,0.00028043825,0.00013472191,0.00004314951,0.000002145251,0.00009158224],"genre_scores_gemma":[0.99916387,0.00051984476,0.00011347626,0.000052588366,0.00008487321,1.9206031e-7,0.000028625334,0.0000023351263,0.00003420908],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99903506,0.00009990152,0.0004625773,0.00007298173,0.00020945219,0.000120000106],"domain_scores_gemma":[0.9982615,0.0001870112,0.0009681198,0.00019616522,0.0003302406,0.000056936027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062176015,0.000085618354,0.00017053077,0.000046369692,0.00028041692,0.000051408522,0.00018380751,0.000039846673,0.000020353025],"category_scores_gemma":[0.00036243172,0.000046962024,0.00006453085,0.000077497505,0.00021536164,0.0003694956,0.00004983237,0.00015136204,2.2557104e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005984947,0.000049390103,0.84793204,0.000049806124,0.000038131162,0.00009145103,0.00060731085,0.00096387067,0.0004891813,0.00045406318,0.0007404346,0.14798583],"study_design_scores_gemma":[0.0005264094,0.00031001406,0.95731765,0.00009511522,0.00007788461,0.0011988805,0.000984501,0.037768047,0.00006838857,0.0011315,0.00045943604,0.00006217404],"about_ca_topic_score_codex":0.012911148,"about_ca_topic_score_gemma":0.1094551,"teacher_disagreement_score":0.14792365,"about_ca_system_score_codex":0.000006281686,"about_ca_system_score_gemma":0.0000998295,"threshold_uncertainty_score":0.99366194},"labels":[],"label_agreement":null},{"id":"W2899428122","doi":"10.1007/s11852-018-0666-1","title":"Coastal development history and tidal flat ecosystem conservation along the coast of Jiangsu Province, China","year":2018,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ministry of Education and Child Care","funders":"National Natural Science Foundation of China","keywords":"Salt marsh; Tidal flat; Land reclamation; Wetland; Geography; China; Ecosystem; Oceanography; Geology; Ecology; Archaeology; Geomorphology; Sediment","score_opus":0.010956943588961333,"score_gpt":0.19277918793009383,"score_spread":0.1818222443411325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2899428122","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":[0.9902618,0.000032691936,0.0024445006,0.0016510319,0.00033893055,0.0002924548,0.000008396073,0.000012169041,0.0049580554],"genre_scores_gemma":[0.9969447,0.000014452615,0.0010829148,0.00040485285,0.00009960117,0.000004599443,0.000008573407,0.00001232135,0.0014279863],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998284,0.00009912454,0.00072214275,0.00016402548,0.0005474554,0.00018327586],"domain_scores_gemma":[0.9987472,0.00007197901,0.0008132648,0.0001547856,0.0001270368,0.00008570888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009298005,0.00016236307,0.00023187233,0.00007952384,0.00015414378,0.000031422016,0.00021320186,0.000046872916,0.0002687447],"category_scores_gemma":[0.000078758465,0.00011877538,0.000060698883,0.00015034454,0.0003137211,0.0004817168,0.0008016673,0.00014401505,0.000016059174],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011434079,0.0003312166,0.6853679,0.0002824459,0.00022257668,0.000055069373,0.005759648,0.00011132983,0.032782033,0.0020872932,0.107196935,0.16466016],"study_design_scores_gemma":[0.0010692057,0.0005850449,0.7225434,0.00013858837,0.00006053217,0.00013059005,0.0006237516,0.0014706152,0.0031329112,0.0003484375,0.26966807,0.00022880704],"about_ca_topic_score_codex":0.0015705677,"about_ca_topic_score_gemma":0.056085065,"teacher_disagreement_score":0.16443135,"about_ca_system_score_codex":0.0001902848,"about_ca_system_score_gemma":0.0001773293,"threshold_uncertainty_score":0.9611389},"labels":[],"label_agreement":null},{"id":"W2944158434","doi":"10.1007/s11852-019-00693-z","title":"The influence of nutrient addition on the invasion of Spartina alterniflora towards the non-tidal wetlands in the Chinese Yellow River delta","year":2019,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Youth Innovation Promotion Association; University of British Columbia; Youth Innovation Promotion Association of the Chinese Academy of Sciences","keywords":"Spartina alterniflora; Phragmites; Salt marsh; Nutrient; Wetland; Eutrophication; Biomass (ecology); Marsh; Biology; Inflorescence; Ecology; Environmental science","score_opus":0.008931882118575955,"score_gpt":0.2122687876763378,"score_spread":0.20333690555776185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2944158434","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":[0.9953702,0.0000064649817,0.00011543836,0.0033562668,0.00013720864,0.00039129046,0.00002530961,0.0000018757463,0.0005959309],"genre_scores_gemma":[0.99953073,0.000049419163,0.000020144133,0.0002843537,0.00003896125,0.0000067023743,0.000007120876,0.0000067362503,0.00005582852],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981683,0.00021995262,0.00061322463,0.000101921316,0.0007439286,0.00015270537],"domain_scores_gemma":[0.99805003,0.0006800717,0.0008347204,0.0003213131,0.00008630899,0.00002754997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019561374,0.00012243977,0.00017917702,0.000039237846,0.00012688698,0.000038269496,0.00055236346,0.000044301785,0.000059476293],"category_scores_gemma":[0.0002455692,0.000048698083,0.000104545805,0.0003857868,0.00020050774,0.00029200298,0.00015942437,0.00026965488,0.000020089054],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011109347,0.0002842883,0.93031085,0.000051001814,0.000042265983,0.000009889286,0.0043179016,0.03303224,0.023876686,0.00053238496,0.0026598372,0.0037717037],"study_design_scores_gemma":[0.0005282364,0.00040809886,0.98423225,0.00015447653,0.000014446406,0.00002862414,0.0007205884,0.010901966,0.0008115373,0.0011958636,0.0009360835,0.000067819165],"about_ca_topic_score_codex":0.0008132609,"about_ca_topic_score_gemma":0.005032853,"teacher_disagreement_score":0.05392139,"about_ca_system_score_codex":0.00006303832,"about_ca_system_score_gemma":0.00004606774,"threshold_uncertainty_score":0.28084505},"labels":[],"label_agreement":null},{"id":"W2988251227","doi":"10.1007/s11852-019-00716-9","title":"Is ‘re-mobilisation’ nature restoration or nature destruction? A commentary","year":2019,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":58,"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 Guelph","funders":"Natural England; Flinders University; Edge Hill University","keywords":"Trampling; Natural (archaeology); Context (archaeology); Ecology; Vegetation (pathology); Sand dune stabilization; Habitat; Abiotic component; Environmental science; Restoration ecology; Alternative stable state; Environmental resource management; Ecosystem; Geography; Grazing; Biology","score_opus":0.011736808049874786,"score_gpt":0.2518621589378578,"score_spread":0.240125350887983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2988251227","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":[0.9886639,0.00027636404,0.00012979217,0.009349965,0.0010732206,0.00014989194,0.00002713041,0.0000107971155,0.0003189116],"genre_scores_gemma":[0.9894061,0.000043063086,0.0010329,0.008910385,0.00029555077,2.643636e-7,0.000082371196,0.0000036251124,0.00022571847],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990231,0.00006811229,0.00031460472,0.00010917013,0.00036628512,0.00011872259],"domain_scores_gemma":[0.99900913,0.00013980332,0.0004000358,0.00010077216,0.00028948518,0.000060798975],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003520979,0.000102388396,0.00015322471,0.0001038921,0.00009801294,0.00007488505,0.00012947214,0.00020644726,0.0011281766],"category_scores_gemma":[0.00009348012,0.0000736282,0.000061018272,0.00027471897,0.000029557135,0.0010715044,0.000007171593,0.00054959784,0.000041854197],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081440515,0.000020253266,0.9306334,0.000079133315,0.00003771069,0.000015037084,0.0003830547,0.001973977,0.00016538032,0.000055774628,0.05880123,0.007020645],"study_design_scores_gemma":[0.0010781205,0.0010056873,0.9252433,0.00015260991,0.00004272856,0.00018642673,0.0009143165,0.028085379,0.0006097987,0.0017528826,0.040727243,0.0002014964],"about_ca_topic_score_codex":0.00024439997,"about_ca_topic_score_gemma":0.0016820199,"teacher_disagreement_score":0.026111402,"about_ca_system_score_codex":0.00001169412,"about_ca_system_score_gemma":0.0001249964,"threshold_uncertainty_score":0.99978495},"labels":[],"label_agreement":null},{"id":"W3033017728","doi":"10.1007/s11852-020-00746-8","title":"Seafloor mapping to support conservation planning in an ecologically unique fjord in Newfoundland and Labrador, Canada","year":2020,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland","funders":"Fisheries and Oceans Canada","keywords":"Marine protected area; Marine spatial planning; Habitat; Fjord; Seafloor spreading; Benthic habitat; Benthic zone; Marine ecosystem; Geography; Oceanography; Marine habitats; Fishery; Ecology; Environmental science; Ecosystem; Geology; Biology","score_opus":0.03902499936554154,"score_gpt":0.23193008583856106,"score_spread":0.19290508647301952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3033017728","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":[0.9894662,0.000020454492,0.00018724149,0.009045083,0.00007156735,0.00011666557,0.00002483694,0.0000047016997,0.0010632704],"genre_scores_gemma":[0.99005085,0.000012722437,0.0005000334,0.0092359735,0.000057797766,4.001359e-7,0.000090434645,0.0000018761693,0.000049880553],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99898785,0.00012415649,0.00044106305,0.00012956744,0.00015034522,0.00016702678],"domain_scores_gemma":[0.999348,0.00017955218,0.0001800612,0.00003745357,0.00008549155,0.0001694449],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039848883,0.00009280084,0.00021482246,0.00011323585,0.000036357444,0.000044472832,0.00010423891,0.00005889099,0.0001236884],"category_scores_gemma":[0.0001605788,0.00008050259,0.000012790668,0.00027070235,0.000019962006,0.0003557931,0.00001933572,0.00020313545,0.0000012762372],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032041493,0.0000075032376,0.98093677,0.000013526753,0.000003912522,0.0002474752,0.0003189764,0.0010802618,0.0002484276,0.000027750513,0.000678843,0.016116159],"study_design_scores_gemma":[0.00049303815,0.0007865713,0.98278654,0.000028094031,0.0000026954035,0.00006859376,0.0006652204,0.006562273,0.000009191066,0.00016603716,0.008332213,0.000099553145],"about_ca_topic_score_codex":0.6001046,"about_ca_topic_score_gemma":0.99002206,"teacher_disagreement_score":0.3899175,"about_ca_system_score_codex":0.000016314565,"about_ca_system_score_gemma":0.0004954699,"threshold_uncertainty_score":0.40255836},"labels":[],"label_agreement":null},{"id":"W3119712049","doi":"10.1007/s11852-021-00802-x","title":"The effect of coral reef degradation on the trophic structure of reef fishes from Bahía Culebra, North Pacific coast of Costa Rica","year":2021,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Coral reef; Trophic level; Reef; Ecology; Coral reef fish; Aquaculture of coral; Resilience of coral reefs; Trophic cascade; Coral reef protection; Fishery; Mesopredator release hypothesis; Coral; Environmental issues with coral reefs; Abundance (ecology); Biology; Parrotfish; Apex predator; Food web","score_opus":0.008708650859140132,"score_gpt":0.19521826348549678,"score_spread":0.18650961262635665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119712049","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":[0.99742985,0.00007721553,0.00005445886,0.0018033178,0.00019898321,0.000153133,0.000108376415,0.0000025278314,0.00017213155],"genre_scores_gemma":[0.9996497,0.0000826265,0.00006904127,0.00003486377,0.000040393817,0.0000014871227,0.000023641158,0.0000063445714,0.00009192572],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983738,0.0002997897,0.00060391513,0.00010786021,0.00050967955,0.00010492127],"domain_scores_gemma":[0.9977826,0.00077239156,0.0010385481,0.00021158958,0.00016331334,0.00003159491],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033171696,0.00012035658,0.00031426715,0.00002565806,0.00013525243,0.000018550896,0.00018991197,0.00003914031,0.000074345255],"category_scores_gemma":[0.00048243062,0.00006438634,0.0001257245,0.00028476093,0.00015904012,0.00016087409,0.0001435857,0.00017597151,0.0000014203976],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00057635596,0.000040057363,0.93924665,0.000031201744,0.0000858075,0.0000048578363,0.0002174724,0.000068198715,0.048397146,0.000067175635,0.0051927436,0.006072336],"study_design_scores_gemma":[0.0005307788,0.0008281674,0.9670293,0.00010070222,0.0000696386,0.000011180736,0.0006063046,0.0002817396,0.02900151,0.00039669967,0.0010774013,0.000066611385],"about_ca_topic_score_codex":0.000584346,"about_ca_topic_score_gemma":0.006944099,"teacher_disagreement_score":0.027782619,"about_ca_system_score_codex":0.000040766914,"about_ca_system_score_gemma":0.00003721707,"threshold_uncertainty_score":0.387497},"labels":[],"label_agreement":null},{"id":"W4214558558","doi":"10.1007/bf02806582","title":"GIS and aquaculture: Assessment of soft-shell clam sites","year":2002,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Aquaculture; Sustainability; Resource (disambiguation); Fishery; Environmental resource management; Environmental science; Geography; Fish <Actinopterygii>; Ecology; Computer science; Biology","score_opus":0.023097222609398806,"score_gpt":0.2606410284287354,"score_spread":0.23754380581933657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214558558","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":[0.98276776,0.0001683352,0.0005389044,0.0028181174,0.0000498426,0.00007213699,0.0000048757674,0.0000051051297,0.013574906],"genre_scores_gemma":[0.9955208,0.00017421781,0.0025609538,0.0002934906,0.000042067542,6.8920355e-7,0.000002003562,0.0000040056816,0.0014017932],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9991744,0.000037049704,0.0003211087,0.00007912665,0.00030109004,0.000087201115],"domain_scores_gemma":[0.9994469,0.00005186818,0.00034135272,0.000057605313,0.000055838434,0.000046426434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021449228,0.00008456153,0.00017056911,0.000024779889,0.0000628579,0.000018893204,0.000073929274,0.000034641405,0.00061474973],"category_scores_gemma":[0.00006645327,0.000060113354,0.00006299538,0.00011409653,0.00011708323,0.00027513108,0.000087567954,0.00011221067,0.0000061275773],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002159343,0.00014014392,0.889566,0.00002628864,0.00005916236,0.000008531645,0.0006779849,0.00006354617,0.065190874,0.0003387687,0.03290151,0.011005596],"study_design_scores_gemma":[0.0006078623,0.00038799638,0.9614781,0.00003506621,0.00005827667,0.00004832282,0.00034313372,0.002314442,0.0012411557,0.000820793,0.032537863,0.00012698704],"about_ca_topic_score_codex":0.000060810948,"about_ca_topic_score_gemma":0.0002440061,"teacher_disagreement_score":0.0719121,"about_ca_system_score_codex":0.000021088867,"about_ca_system_score_gemma":0.000005238152,"threshold_uncertainty_score":0.67310786},"labels":[],"label_agreement":null},{"id":"W4296401021","doi":"10.1007/s11852-022-00887-y","title":"Mapping mangrove alliances using historical data in Fiji","year":2022,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Mangrove; Geography; Alliance; Elevation (ballistics); Remote sensing; River delta; Environmental science; Delta; Fishery; Mathematics","score_opus":0.05613461481352742,"score_gpt":0.25723474436989185,"score_spread":0.20110012955636444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296401021","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":[0.9927602,0.00006299098,0.004928237,0.0012967269,0.00045706547,0.00008186836,0.000023875054,0.000005137257,0.00038394536],"genre_scores_gemma":[0.99707747,0.000010020183,0.0023657486,0.00018799,0.000054220396,0.000001362807,0.000017581322,0.000008576923,0.00027701588],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986426,0.00010772118,0.00048077392,0.0001401413,0.00048368788,0.00014505863],"domain_scores_gemma":[0.9992507,0.000068284746,0.00042240112,0.00019509466,0.000015898822,0.000047633064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093975646,0.000075229116,0.00016351504,0.00008841085,0.00011239063,0.000023074823,0.00041683958,0.000021344866,0.0003827602],"category_scores_gemma":[0.00008813138,0.00007668068,0.000035869387,0.00034870242,0.000018519328,0.00059843034,0.0007681863,0.00022663752,0.0000055143773],"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":[0.00015517064,0.00015648946,0.9476984,0.00002129755,0.000016469283,0.00016502765,0.00067392975,0.027723165,0.008235792,0.00002883643,0.009059448,0.006065982],"study_design_scores_gemma":[0.0011926588,0.00025332038,0.29315656,0.00007673594,0.000020532132,0.0005778938,0.0016184808,0.5372208,0.000026878868,0.00077602506,0.16476072,0.00031938835],"about_ca_topic_score_codex":0.0019848733,"about_ca_topic_score_gemma":0.0041877413,"teacher_disagreement_score":0.65454185,"about_ca_system_score_codex":0.0014129016,"about_ca_system_score_gemma":0.00006254985,"threshold_uncertainty_score":0.41909558},"labels":[],"label_agreement":null},{"id":"W4311492096","doi":"10.1007/s11852-022-00918-8","title":"Phenology impact on mangrove area estimation pre- and post a cyclone in Fiji using Sentinel-1 imagery","year":2022,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Mangrove; Phenology; Environmental science; Vegetation (pathology); Cyclone (programming language); Tropical cyclone; Canopy; Land cover; Growing season; Climatology; Physical geography; Geography; Ecology; Biology; Land use; Geology","score_opus":0.010433998561920666,"score_gpt":0.24435330764084365,"score_spread":0.23391930907892297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311492096","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":[0.997518,0.000012671419,0.0014254423,0.00058121275,0.00010957153,0.00013475658,0.000028640148,0.0000063588936,0.00018334485],"genre_scores_gemma":[0.9991254,0.0000039136526,0.000562457,0.00020475812,0.000018000908,0.0000027656145,0.000019050363,0.000010673829,0.000052956315],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99887216,0.00012180305,0.0004124474,0.00012615592,0.00030595434,0.00016149931],"domain_scores_gemma":[0.9992839,0.00011036297,0.00043463818,0.00009051862,0.00002461225,0.0000559426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005108489,0.00011093014,0.00019094859,0.00015409608,0.00011012403,0.000034756817,0.00009090946,0.000032039658,0.0002324218],"category_scores_gemma":[0.00008718649,0.00010090836,0.0000557322,0.00022819322,0.000040711242,0.00040490265,0.00020495987,0.00022982922,0.0000035102528],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001058095,0.00021455679,0.68989617,0.000020474361,0.00002674689,0.00011518711,0.000823865,0.23509963,0.06803143,0.000025790627,0.00028824699,0.004399838],"study_design_scores_gemma":[0.0005789573,0.000293232,0.660263,0.000025694444,0.000013149472,0.0004952058,0.00021053474,0.33766747,0.000041060048,0.00027801958,0.000045358815,0.000088304005],"about_ca_topic_score_codex":0.0012270556,"about_ca_topic_score_gemma":0.000675834,"teacher_disagreement_score":0.102567844,"about_ca_system_score_codex":0.0003416816,"about_ca_system_score_gemma":0.000039654642,"threshold_uncertainty_score":0.41149232},"labels":[],"label_agreement":null},{"id":"W4386928949","doi":"10.1007/s11852-023-00976-6","title":"Changing water levels and sandy barrier morphodynamics, eastern lake Ontario","year":2023,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":9,"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":"Inlet; Beach morphodynamics; Landform; Geology; Water level; Hydrology (agriculture); Barrier island; Estuary; Wetland; Ecological succession; Sedimentary depositional environment; Ecology; Oceanography; Environmental science; Geomorphology; Geography; Sediment transport; Shore; Sediment; Structural basin","score_opus":0.016515616007092705,"score_gpt":0.2137192212996052,"score_spread":0.1972036052925125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386928949","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":[0.9967182,0.0000025435847,0.0014244029,0.0005631059,0.0003009614,0.00009681255,0.000022949182,0.000019306166,0.0008517167],"genre_scores_gemma":[0.99208486,0.0000039590595,0.00022012233,0.00016577389,0.0000523019,0.0000016835417,0.00002233981,0.000014603648,0.007434358],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99884665,0.000040353018,0.00038160456,0.00012898406,0.00032995315,0.00027244756],"domain_scores_gemma":[0.9995331,0.000041810017,0.00017785474,0.00010012104,0.000035328823,0.00011174672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007054163,0.00012013311,0.0001838285,0.00013907185,0.00011835458,0.000071153416,0.000111146386,0.000055722587,0.00065942615],"category_scores_gemma":[0.000029347559,0.00009192139,0.00005924058,0.00017734915,0.00004939964,0.0004876026,0.0002618372,0.00015649165,0.00013365148],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000820472,0.000019410141,0.97771287,0.000020569309,0.00003101055,0.000087846085,0.0031550545,0.0013853983,0.011301879,0.0000148683175,0.0005656953,0.005623334],"study_design_scores_gemma":[0.00118586,0.00021768785,0.9155412,0.000112234244,0.00004497932,0.00036102574,0.00089293683,0.05631016,0.0007053614,0.00090833375,0.023397075,0.00032314757],"about_ca_topic_score_codex":0.0013739081,"about_ca_topic_score_gemma":0.30011904,"teacher_disagreement_score":0.29874513,"about_ca_system_score_codex":0.00010594674,"about_ca_system_score_gemma":0.000027170554,"threshold_uncertainty_score":0.7220254},"labels":[],"label_agreement":null},{"id":"W4396904594","doi":"10.1007/s11852-024-01050-5","title":"Assessing the impact of hurricane Fiona on the coast of PEI National Park and implications for the effectiveness of beach-dune management policies","year":2024,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saint Mary's University; University of Windsor; University of British Columbia, Okanagan Campus; University of Guelph; University of British Columbia; Okanagan University College; Mount Allison University","funders":"","keywords":"National park; Nature Conservation; Geography; Environmental resource management; Oceanography; Environmental science; Geology; Archaeology; Ecology","score_opus":0.02944356575718956,"score_gpt":0.315537953555029,"score_spread":0.28609438779783947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396904594","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":[0.9929817,0.000234726,0.0023964993,0.0030591043,0.00008296508,0.00026251448,0.00027116266,0.0000024677406,0.0007089168],"genre_scores_gemma":[0.9996912,0.00006944233,0.000097171025,0.00004336546,0.000034533405,0.0000022490995,0.0000343629,0.000002206308,0.000025476604],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99924576,0.00011651748,0.0002915033,0.000055403696,0.00022054183,0.0000702729],"domain_scores_gemma":[0.9958353,0.0035089334,0.0002776536,0.000074019845,0.0002860144,0.00001806255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001310563,0.000067514986,0.00012620179,0.00007660018,0.00011064847,0.000050223043,0.00013212992,0.000016894568,0.000012090033],"category_scores_gemma":[0.00015977107,0.000030020727,0.00010989318,0.00023521787,0.0001506645,0.00016989188,0.000023235236,0.00008803212,1.1111737e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011269875,0.00019666695,0.69988585,0.00074582937,0.0010993613,0.0000018555983,0.0009566248,0.036930922,0.0052162707,0.098512016,0.0030519252,0.1522757],"study_design_scores_gemma":[0.0001584134,0.00026165714,0.9728068,0.00013125493,0.00005456269,0.000019370567,0.00046665815,0.016406333,0.00007442298,0.009339032,0.00024980697,0.000031692012],"about_ca_topic_score_codex":0.0011793794,"about_ca_topic_score_gemma":0.00060936343,"teacher_disagreement_score":0.27292097,"about_ca_system_score_codex":0.000007424841,"about_ca_system_score_gemma":0.00012458554,"threshold_uncertainty_score":0.17828767},"labels":[],"label_agreement":null},{"id":"W4399418174","doi":"10.1007/s11852-024-01052-3","title":"Correction to: Assessing the impact of hurricane Fiona on the coast of PEI National Park and implications for the effectiveness of beach-dune management policies","year":2024,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saint Mary's University; University of British Columbia, Okanagan Campus; Okanagan University College; Mount Allison University; University of Waterloo; University of Windsor; University of British Columbia; University of Guelph","funders":"","keywords":"National park; Geography; Nature Conservation; Environmental resource management; Environmental planning; Environmental science; Archaeology; Ecology","score_opus":0.022006581102445865,"score_gpt":0.3064319341184287,"score_spread":0.2844253530159828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399418174","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":[0.9898829,0.00012394099,0.0056000883,0.002809617,0.00028640672,0.00033557438,0.00020697285,0.0000031957682,0.00075133936],"genre_scores_gemma":[0.9996868,0.00004133035,0.000087678774,0.00005333989,0.000042172676,0.0000031639754,0.000029982446,0.0000023232553,0.00005324631],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992613,0.000113563205,0.00028175284,0.000059917376,0.00021426892,0.00006919618],"domain_scores_gemma":[0.9956196,0.0037229673,0.000243958,0.00007002366,0.00032194587,0.000021512711],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012194222,0.00006730406,0.00012056711,0.00009452677,0.00011804243,0.000045142147,0.00011367874,0.000015060896,0.000010101267],"category_scores_gemma":[0.00025603935,0.00003145069,0.000099730976,0.00030367807,0.0000971657,0.00013846657,0.000021827173,0.00009056133,1.609128e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015295775,0.00019391578,0.6305614,0.00048802517,0.00084236986,0.0000012310015,0.0011970832,0.0909478,0.007057474,0.03161462,0.011624466,0.22394203],"study_design_scores_gemma":[0.00012754445,0.0003703826,0.9677495,0.00017089816,0.00004787354,0.000021572527,0.00046585387,0.027106456,0.00011555995,0.0034835597,0.0003079037,0.000032935917],"about_ca_topic_score_codex":0.0018588643,"about_ca_topic_score_gemma":0.0012196021,"teacher_disagreement_score":0.33718804,"about_ca_system_score_codex":0.000010931723,"about_ca_system_score_gemma":0.00011759488,"threshold_uncertainty_score":0.28100592},"labels":[],"label_agreement":null},{"id":"W4405884779","doi":"10.1007/s11852-024-01089-4","title":"Salt forests and their people: stakeholders’ perspectives on community management of mangroves’ ecosystems in Benin","year":2024,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Outaouais","funders":"Social Sciences and Humanities Research Council of Canada; Fonds de Recherche du Québec-Société et Culture","keywords":"Livelihood; Environmental resource management; Ecosystem services; Business; Sustainability; Environmental planning; Ecosystem; Ecology; Geography; Agriculture; Economics","score_opus":0.03198088072787518,"score_gpt":0.22817257542842256,"score_spread":0.19619169470054737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405884779","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":[0.9960321,0.0001944647,0.00039986934,0.0013583902,0.00010513237,0.00019336503,0.000013680413,0.000009387733,0.001693594],"genre_scores_gemma":[0.9993983,0.00016126364,0.000118741285,0.00006853322,0.000015721758,0.0000017382135,0.0000048318225,0.0000061536575,0.00022470801],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990356,0.00015384804,0.00032803128,0.00011049862,0.0002634585,0.00010857482],"domain_scores_gemma":[0.999483,0.00013491692,0.00018378196,0.00012606429,0.000029079285,0.000043181608],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078984996,0.000107832166,0.000167286,0.00016284321,0.000098840064,0.000052460004,0.00015712326,0.000035438632,0.000069930284],"category_scores_gemma":[0.000017112689,0.000086404325,0.000060322454,0.0002993635,0.00008916152,0.00024276778,0.0001731562,0.0002018589,0.0000046489063],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019670902,0.00029046272,0.95724535,0.0003445454,0.00013732685,0.000039293183,0.027694905,0.0006435714,0.0009150497,0.0007422963,0.0014672949,0.010283201],"study_design_scores_gemma":[0.00047765762,0.0002466718,0.9495816,0.00031854786,0.000025465668,0.000011213369,0.044556603,0.0018513297,0.00013746026,0.0005467927,0.0021583668,0.00008827686],"about_ca_topic_score_codex":0.0012005419,"about_ca_topic_score_gemma":0.0087465225,"teacher_disagreement_score":0.0168617,"about_ca_system_score_codex":0.00012899375,"about_ca_system_score_gemma":0.000011752919,"threshold_uncertainty_score":0.4880765},"labels":[],"label_agreement":null},{"id":"W4406610518","doi":"10.1007/s11852-024-01093-8","title":"Harnessing complexity: integrating remote sensing and fuzzy expert system for evaluating land use land cover changes and identifying mangrove forest vulnerability in Bangladesh","year":2025,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Soil and Land Suitability Analysis","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":false,"ca_institutions":"University of Saskatchewan","funders":"Commonwealth Scientific and Industrial Research Organisation","keywords":"Mangrove; Vulnerability (computing); Land cover; Nature Conservation; Environmental resource management; Cover (algebra); Forest cover; Land use; Agroforestry; Environmental science; Geography; Remote sensing; Fishery; Ecology; Computer science; Engineering","score_opus":0.07178160035910643,"score_gpt":0.320373072814797,"score_spread":0.24859147245569058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406610518","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":[0.9746869,0.00011097167,0.023870226,0.0009843514,0.00008666524,0.00015843478,0.0000054224,0.00000751401,0.000089477806],"genre_scores_gemma":[0.99055785,0.0000130626,0.009155922,0.00019764,0.000027038912,8.6692387e-7,0.000006492488,0.000005435568,0.000035704586],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99886197,0.00019505408,0.0004187691,0.00017726878,0.00020487065,0.00014207368],"domain_scores_gemma":[0.9988882,0.0006363967,0.0002684929,0.00008436409,0.00007880073,0.00004375471],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017203861,0.00010750482,0.00027733325,0.000101643,0.0002039846,0.00020813274,0.0000484857,0.000057694302,0.000004775321],"category_scores_gemma":[0.0006863889,0.00008819113,0.000045258854,0.00019585222,0.00011010717,0.0004691049,0.00008482894,0.00014064468,1.9736115e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017315945,0.00001233612,0.93637013,0.00014558228,0.0000242754,0.0000052972,0.0011054872,0.00044269834,0.0035395813,0.000026995587,0.000027222695,0.058127254],"study_design_scores_gemma":[0.0010296348,0.000069240254,0.57981527,0.00062967377,0.000056838282,0.0000306525,0.00213376,0.41416267,0.00021104609,0.0016473079,0.000103797596,0.00011011498],"about_ca_topic_score_codex":0.0059026824,"about_ca_topic_score_gemma":0.04141772,"teacher_disagreement_score":0.41371995,"about_ca_system_score_codex":0.00012947973,"about_ca_system_score_gemma":0.000022759006,"threshold_uncertainty_score":0.9760739},"labels":[],"label_agreement":null},{"id":"W4416782816","doi":"10.1007/s11852-025-01158-2","title":"A review of the literature on spatial prediction of floods using machine learning models","year":2025,"lang":"en","type":"review","venue":"Journal of Coastal Conservation","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Saint-Boniface","funders":"","keywords":"Flood myth; Flood risk assessment; Ensemble learning; Climate change; Natural hazard; Random forest; Focus (optics)","score_opus":0.043656448250540936,"score_gpt":0.30009060693360173,"score_spread":0.2564341586830608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416782816","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015867673,0.9958018,0.002306571,0.000121464924,0.00035169575,0.00055133016,0.000058580303,0.000003902892,0.0006459482],"genre_scores_gemma":[0.00025048014,0.99871755,0.00057127007,0.0001280282,0.00005088518,0.0000033950162,0.000035280817,0.00001038369,0.00023273034],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.99791205,0.00036130793,0.0009900077,0.000121324345,0.0005261973,0.00008910622],"domain_scores_gemma":[0.9975229,0.000090804606,0.0020996511,0.00017966042,0.00008183712,0.000025134144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007887603,0.00018247004,0.00075040414,0.00011770353,0.00005962985,0.000015957343,0.00026187891,0.0000973926,0.00005171969],"category_scores_gemma":[0.00013248278,0.00011209638,0.0004246615,0.00053777546,0.00004968828,0.00023788991,0.00019630605,0.00045267792,5.5422066e-7],"study_design_candidate":"design_other","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":[0.000074430594,0.00028672433,0.00097588805,0.14852451,0.0003799168,0.0000068178415,0.0001723944,0.0076448577,0.00007739482,0.0002545336,0.0042639924,0.83733857],"study_design_scores_gemma":[0.0003763988,0.00035803422,0.00020592913,0.49466652,0.0018370507,0.00002646885,0.000011404456,0.009624192,0.00002199005,0.00019387144,0.49252027,0.00015787278],"about_ca_topic_score_codex":0.00019476762,"about_ca_topic_score_gemma":0.00006454676,"teacher_disagreement_score":0.8371807,"about_ca_system_score_codex":0.00010835556,"about_ca_system_score_gemma":0.00012993434,"threshold_uncertainty_score":0.45711574},"labels":[],"label_agreement":null}]}