{"meta":{"query_hash":"0923fac38e94","filters":{"venue":"Journal of Ecohydraulics"},"cohort_total":13,"direct_labels_cover":0,"predictions_cover":13,"exported":13,"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/0923fac38e94","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Ecohydraulics"},"results":[{"id":"W2598277408","doi":"10.1080/24705357.2017.1287532","title":"Position choice and swimming costs of juvenile Atlantic salmon salmo salar in turbulent flow","year":2017,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"Centre for Environment, Fisheries and Aquaculture Science; Norges Forskningsråd; Game and Wildlife Conservation Trust; University of Worcester","keywords":"Salmo; Turbulence; Flume; Juvenile; Turbulence kinetic energy; Environmental science; Habitat; Fishery; Hydraulics; Ecology; Flow (mathematics); Fish ; Physics; Biology; Mechanics","score_opus":0.010047844604092943,"score_gpt":0.23710431585000358,"score_spread":0.22705647124591063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2598277408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99994326,0.0000025394243,0.000021652833,0.0000017717492,1.2330167e-7,2.4151726e-7,0.000007758309,5.081067e-7,0.000022211241],"genre_scores_gemma":[0.99981004,0.000004720392,0.000042787542,0.0000028998436,3.334688e-7,0.0000011989058,0.000053014996,8.5484425e-7,0.00008415767],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9999374,0.000016085296,0.00000587865,0.000013733038,0.000009231231,0.000017720558],"domain_scores_gemma":[0.99964726,0.00009638307,0.00014775728,0.000016598393,0.000023701685,0.00006832745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025270687,0.00014219328,0.00012968783,0.00019602521,0.00014809045,0.0003239216,0.0001124875,0.00020486346,0.000762388],"category_scores_gemma":[0.000618119,0.000107404245,0.00024426915,0.00013917216,0.00023941598,0.00016767993,0.00031690457,0.00015670853,0.00013578155],"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":[0.00030219485,0.000057723766,0.97701615,0.000014076257,0.000055132325,0.00008172629,0.00011655818,0.0035440868,0.01633626,0.00005696069,0.000055446264,0.0023636878],"study_design_scores_gemma":[0.0000051572447,0.0001756176,0.9942374,0.0000015946199,0.000011268241,0.000031288437,0.00014434509,0.0049070143,0.0004212787,0.000038110917,0.000022212374,0.0000046687633],"about_ca_topic_score_codex":0.0066441433,"about_ca_topic_score_gemma":0.017955258,"teacher_disagreement_score":0.0066441433,"about_ca_system_score_codex":0.00037845242,"about_ca_system_score_gemma":0.00019286308,"threshold_uncertainty_score":0.013210893},"labels":[],"label_agreement":null},{"id":"W2647161634","doi":"10.1080/24705357.2017.1288555","title":"The effects of horizontally and vertically oriented baffles on flow structure and ascent performance of upstream-migrating fish","year":2017,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; Fisheries and Oceans Canada","funders":"U.S. Geological Survey; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Baffle; Upstream (networking); Fish ; Marine engineering; Flow (mathematics); Fishery; Geology; Mechanics; Environmental science; Computer science; Engineering; Mechanical engineering; Physics; Biology; Telecommunications","score_opus":0.00309050290441245,"score_gpt":0.19855138177521023,"score_spread":0.19546087887079777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2647161634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9998944,0.00001051701,0.000048294485,0.0000015513315,8.3669784e-7,0.0000018101081,0.000003993733,0.0000011910805,0.000037447644],"genre_scores_gemma":[0.9995933,0.000020083491,0.00021416895,0.0000051987968,0.0000013814579,0.0000056728586,0.00002522691,0.0000015721112,0.00013330927],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9998419,0.000034585915,0.000013762942,0.000032434884,0.000030514948,0.00004680545],"domain_scores_gemma":[0.9995877,0.000108364184,0.00012931306,0.000026998272,0.000033377863,0.00011429177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001811614,0.0003195964,0.00017696673,0.00021296428,0.00026661842,0.00036756083,0.00013674318,0.00022198714,0.0004610957],"category_scores_gemma":[0.00056874147,0.0001741726,0.00022475577,0.000064616535,0.00042642694,0.00021542275,0.0002887273,0.00029938476,0.0000821017],"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":[0.0012647435,0.000251233,0.048285745,0.000041313004,0.000028621047,0.00010013058,0.00018541548,0.00060100236,0.9437939,0.000038894974,0.000023693357,0.005385358],"study_design_scores_gemma":[0.000057202258,0.006347648,0.8501528,0.000009858834,0.00008095952,0.00013195416,0.000439132,0.0028314095,0.13953327,0.00006048225,0.00032099974,0.000034264925],"about_ca_topic_score_codex":0.0024229921,"about_ca_topic_score_gemma":0.0045485483,"teacher_disagreement_score":0.0024229921,"about_ca_system_score_codex":0.00028689427,"about_ca_system_score_gemma":0.00023562685,"threshold_uncertainty_score":0.004817784},"labels":[],"label_agreement":null},{"id":"W2765233951","doi":"10.1080/24705357.2017.1361343","title":"Computational optimization in simulating velocities and water-surface elevations for habitat–flow functions in low-slope rivers","year":2017,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada","keywords":"Discretization; Node (physics); Mean squared error; Range (aeronautics); Root mean square; Flow (mathematics); Mathematics; Approximation error; Elevation (ballistics); Geometry; Geology; Hydrology (agriculture); Statistics; Materials science; Physics; Mathematical analysis; Geotechnical engineering","score_opus":0.014101681927928768,"score_gpt":0.24035664956605302,"score_spread":0.22625496763812425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765233951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95148253,0.00008154992,0.04635341,0.00008585105,0.000006721501,0.00005254304,0.00012913541,0.00014919037,0.0016591116],"genre_scores_gemma":[0.9756318,0.00003504267,0.023909997,0.000012310395,0.0000014754121,0.000044957505,0.0000971726,0.00002046584,0.00024663043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995832,0.00021639848,0.000032326672,0.000050898525,0.00005398582,0.000063202075],"domain_scores_gemma":[0.9972862,0.0022357255,0.00013614367,0.00008641679,0.0001952904,0.000060184404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015493887,0.00043216202,0.0005174266,0.00037068527,0.000539156,0.00088146084,0.0007646129,0.00065573043,0.0004897969],"category_scores_gemma":[0.005984663,0.00037995246,0.00040456883,0.00050972804,0.0007500641,0.00034963072,0.00048610455,0.00047009723,0.00007698282],"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":[0.00006692851,0.000025034318,0.006806851,0.000023405715,0.000009637526,0.000021294343,0.000056067074,0.988272,0.0007528424,0.00028291263,0.000038536065,0.0036444492],"study_design_scores_gemma":[0.000012181228,0.000020830179,0.0014509194,0.000004673438,0.0000038694125,0.0000042993865,0.000037669834,0.9976324,0.0006293797,0.00014009423,0.000059305483,0.000004334099],"about_ca_topic_score_codex":0.13058913,"about_ca_topic_score_gemma":0.10577542,"teacher_disagreement_score":0.13058913,"about_ca_system_score_codex":0.001523557,"about_ca_system_score_gemma":0.0021685606,"threshold_uncertainty_score":0.25965804},"labels":[],"label_agreement":null},{"id":"W2994828118","doi":"10.1080/24705357.2019.1680320","title":"A case-study evaluating river rehabilitation alternatives and habitat heterogeneity using the hydromorphological index of diversity","year":2019,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":9,"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 Waterloo","funders":"","keywords":"Habitat; Environmental science; Spatial heterogeneity; Diversity (politics); Diversity index; Index (typography); Channel (broadcasting); Spatial variability; Hydrology (agriculture); Restoration ecology; Ecology; Computer science; Geology; Species richness; Statistics; Biology; Geotechnical engineering; Mathematics","score_opus":0.05279768477958339,"score_gpt":0.3088543800139461,"score_spread":0.2560566952343627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994828118","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99490345,0.00008426524,0.0029866032,0.000048854352,0.0000054410216,0.00021644891,0.000300652,0.000019842315,0.0014344167],"genre_scores_gemma":[0.99281996,0.0000892546,0.0060125203,0.0000086828595,0.0000057365737,0.00013147845,0.0002159666,0.00000927367,0.00070713076],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9980598,0.0009803562,0.000085502514,0.00023624825,0.00028884495,0.00034915126],"domain_scores_gemma":[0.9955581,0.0030339155,0.00039184332,0.0003083487,0.0004147177,0.00029312435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00245316,0.0011404733,0.00082117494,0.0018512919,0.00083363854,0.0013912461,0.0014087048,0.0018947283,0.0028811235],"category_scores_gemma":[0.0055281166,0.0004798273,0.0013717526,0.0018570988,0.0010052578,0.00089972286,0.0008985693,0.0006788662,0.00025017388],"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":[0.0024538015,0.0060212067,0.19328932,0.0007124868,0.00043105884,0.009013052,0.00072852924,0.7303084,0.0062375325,0.0032590078,0.0011291001,0.04641645],"study_design_scores_gemma":[0.000647077,0.010916207,0.20237957,0.00011659938,0.0005529314,0.0023770025,0.0052067908,0.7612142,0.01047826,0.0030917854,0.0027715259,0.0002480056],"about_ca_topic_score_codex":0.015387715,"about_ca_topic_score_gemma":0.02387145,"teacher_disagreement_score":0.015387715,"about_ca_system_score_codex":0.0028820098,"about_ca_system_score_gemma":0.0010865347,"threshold_uncertainty_score":0.030596316},"labels":[],"label_agreement":null},{"id":"W3048166052","doi":"10.1080/24705357.2020.1768600","title":"Catchment-scale, high-resolution, hydraulic models and habitat maps – a salmonid's perspective","year":2020,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"WSP (Canada); University of Fredericton; University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds en Fiducie pour la Faune du Nouveau-Brunswick; Miramichi Salmon Association","keywords":"Tributary; Bathymetry; Salvelinus; Hydrology (agriculture); Froude number; Drainage basin; Calibration; Geology; Scale (ratio); Habitat; Remote sensing; Environmental science; Geomorphology; Trout; Geography; Flow (mathematics); Cartography; Ecology; Oceanography; Fishery","score_opus":0.014014826914374499,"score_gpt":0.22085860326554432,"score_spread":0.20684377635116982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3048166052","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58722943,0.0039590155,0.37493172,0.0071558934,0.00008566638,0.00009745304,0.0057541453,0.0015192415,0.019267384],"genre_scores_gemma":[0.9036471,0.0016312925,0.09062696,0.00014665483,0.000045840083,0.000047704572,0.0017664065,0.000105540385,0.0019824496],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988747,0.000038649876,0.000008168827,0.000027515553,0.000028084669,0.000009993614],"domain_scores_gemma":[0.99963784,0.000089789486,0.000056419554,0.000063059466,0.00011667871,0.000036285015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010674767,0.00029192228,0.00021374587,0.0010008739,0.00018100221,0.0013669924,0.0006070108,0.0002990892,0.00093312125],"category_scores_gemma":[0.0015389895,0.00022929194,0.00022661385,0.0014517267,0.00067090115,0.0012974056,0.00064318,0.00033899755,0.00017479132],"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":[0.000072178555,0.000069040165,0.25554737,0.00018651123,0.00017440355,0.00018788982,0.0006918701,0.4846145,0.0071557774,0.033266816,0.006387845,0.21164586],"study_design_scores_gemma":[0.000026096885,0.000066122695,0.25599295,0.000134624,0.000057166057,0.00011035094,0.0015526251,0.6677504,0.0014162478,0.04294571,0.02986491,0.00008280414],"about_ca_topic_score_codex":0.09245587,"about_ca_topic_score_gemma":0.12383291,"teacher_disagreement_score":0.09245587,"about_ca_system_score_codex":0.0012073433,"about_ca_system_score_gemma":0.0014504719,"threshold_uncertainty_score":0.18383545},"labels":[],"label_agreement":null},{"id":"W3089106845","doi":"10.1080/24705357.2020.1813057","title":"How to strengthen interdisciplinarity in ecohydraulics? Outcomes from ISE 2018","year":2020,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Field (mathematics); Conversation; Face (sociological concept); Engineering ethics; Political science; Public relations; Interdisciplinarity; Sociology; Knowledge management; Social science; Computer science; Engineering","score_opus":0.03283214645572056,"score_gpt":0.24739646931448106,"score_spread":0.2145643228587605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3089106845","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7153418,0.0024390789,0.008337565,0.102908045,0.0009750943,0.00059938134,0.0020274199,0.0003084418,0.16706315],"genre_scores_gemma":[0.98225474,0.0012833215,0.0033482758,0.0024304753,0.000097921664,0.00032684417,0.0008704073,0.000108137276,0.0092798835],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9878221,0.0064315223,0.00076684833,0.00036610378,0.0030216917,0.0015917792],"domain_scores_gemma":[0.9594737,0.009839979,0.0035597365,0.0023190815,0.013574212,0.01123321],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027367402,0.00028926373,0.00044562752,0.0010482316,0.0026193198,0.0067116595,0.0011206485,0.0011873484,0.00949662],"category_scores_gemma":[0.05187632,0.0001428347,0.0004852647,0.0015906389,0.002556383,0.006065232,0.01142618,0.0027914005,0.0016025695],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008213394,0.0011346716,0.14964154,0.0054128645,0.00012608484,0.001460939,0.2723682,0.0017437299,0.0033273606,0.045191575,0.07456741,0.44420424],"study_design_scores_gemma":[0.000088005974,0.0004782519,0.19224717,0.0031314718,0.000046542133,0.00030185055,0.44347167,0.00051215757,0.0023560056,0.014778225,0.34249696,0.000091823655],"about_ca_topic_score_codex":0.009329952,"about_ca_topic_score_gemma":0.020583315,"teacher_disagreement_score":0.027367402,"about_ca_system_score_codex":0.008203918,"about_ca_system_score_gemma":0.015058342,"threshold_uncertainty_score":0.14473438},"labels":[],"label_agreement":null},{"id":"W3132110904","doi":"10.1080/24705357.2020.1840313","title":"Modelling fish physico-thermal habitat selection using functional regression","year":2021,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of New Brunswick; Institut National de la Recherche Scientifique","funders":"","keywords":"Habitat; Generalized additive model; Abundance (ecology); Selection (genetic algorithm); Regression; Context (archaeology); Environmental science; Statistics; Regression analysis; Model selection; Fish ; Empirical modelling; Ecology; Mathematics; Fishery; Geography; Computer science; Biology; Machine learning","score_opus":0.02917521414445676,"score_gpt":0.23681060451328692,"score_spread":0.20763539036883016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3132110904","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31686306,0.00046894583,0.67893666,0.00020044392,0.000027321494,0.00005161861,0.0006325467,0.00061858416,0.002200855],"genre_scores_gemma":[0.9489868,0.00031404084,0.04619961,0.000051240535,0.000021841995,0.00014044013,0.00053405063,0.00009877334,0.0036532131],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996947,0.00013100583,0.000012800214,0.000082203536,0.000038637158,0.000040741972],"domain_scores_gemma":[0.99937195,0.0004002851,0.00008943593,0.000033155397,0.00007986721,0.000025390933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009887216,0.00079478114,0.0005184633,0.0007136746,0.00018838099,0.000635049,0.0010098972,0.0006485636,0.0012847963],"category_scores_gemma":[0.001893204,0.000351348,0.0010524216,0.0006909088,0.00032382278,0.00053537777,0.00042206162,0.0004227371,0.00036719238],"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":[0.000027261167,0.00002455538,0.008713665,0.000040848834,0.00009532356,0.00005413682,0.0000424832,0.9791515,0.001281113,0.0011578683,0.00015034148,0.009260888],"study_design_scores_gemma":[0.0000013431105,0.000014380624,0.0020243768,0.000002591774,0.0000085237,0.000014169478,0.000007024562,0.99729985,0.00009598403,0.0003897889,0.00013709039,0.000004879852],"about_ca_topic_score_codex":0.03232977,"about_ca_topic_score_gemma":0.020123338,"teacher_disagreement_score":0.03232977,"about_ca_system_score_codex":0.0006375263,"about_ca_system_score_gemma":0.00061123923,"threshold_uncertainty_score":0.06428319},"labels":[],"label_agreement":null},{"id":"W3177099383","doi":"10.1080/24705357.2021.1938251","title":"Fish habitat modelling in large rivers: combining expert opinion and hydrodynamic modelling to inform river management","year":2021,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique; University of New Brunswick","funders":"","keywords":"Habitat; Expert opinion; River management; Temporal scales; Range (aeronautics); Environmental resource management; Scale (ratio); Fish ; Ecology; Expert elicitation; Empirical modelling; Computer science; Environmental science; Geography; Fishery; Cartography; Engineering; Biology","score_opus":0.01768715318416864,"score_gpt":0.23966455546355192,"score_spread":0.22197740227938328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177099383","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22826482,0.00050576386,0.75491285,0.0044027874,0.00005562535,0.00015653824,0.00019403531,0.00015815707,0.011349412],"genre_scores_gemma":[0.8393644,0.00038823247,0.15873101,0.0002826623,0.000055560227,0.00010103349,0.00013352456,0.000019300056,0.000924227],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973725,0.0019211916,0.00014083378,0.00018127893,0.00029942422,0.00008471882],"domain_scores_gemma":[0.9898144,0.007947887,0.00091775064,0.00031403414,0.00071636017,0.0002895367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007239536,0.0004241958,0.0005456736,0.0011705712,0.00029277545,0.0018981637,0.0011862495,0.0011338714,0.0011596897],"category_scores_gemma":[0.015578895,0.0002940732,0.0003896495,0.0005096729,0.00066417415,0.001937187,0.0011411689,0.0006095959,0.00016465154],"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":[0.00009007769,0.00024191412,0.038511958,0.00029761193,0.0002113297,0.00035612928,0.0016317512,0.8063394,0.0020747397,0.01981063,0.0022645777,0.12816992],"study_design_scores_gemma":[0.000011677113,0.000048582217,0.0035457653,0.00008155217,0.000019123663,0.00002621629,0.00061732036,0.972114,0.0002607831,0.021757457,0.0014887312,0.000028792467],"about_ca_topic_score_codex":0.0069197686,"about_ca_topic_score_gemma":0.0116321165,"teacher_disagreement_score":0.007239536,"about_ca_system_score_codex":0.00086732296,"about_ca_system_score_gemma":0.0011122343,"threshold_uncertainty_score":0.038286805},"labels":[],"label_agreement":null},{"id":"W3204589030","doi":"10.1080/24705357.2021.1981780","title":"Hydraulics and design of fishways II: vertical-slot and rock-weir fishways","year":2021,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Weir; Hydraulics; Flow (mathematics); Hydraulic structure; Hydrology (agriculture); Discharge coefficient; Geology; Fish ; Geotechnical engineering; Natural (archaeology); Environmental science; Engineering; Mechanics; Fishery; Mechanical engineering; Geography","score_opus":0.016601679189701953,"score_gpt":0.21340871629583877,"score_spread":0.1968070371061368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204589030","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38992333,0.0036336973,0.58423823,0.00048696567,0.00015502701,0.00021069583,0.0011347407,0.0008734919,0.019343795],"genre_scores_gemma":[0.9504133,0.0016194332,0.04087696,0.00003063251,0.000024358584,0.00015358174,0.00031060303,0.000043103122,0.0065279803],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99980336,0.000032110267,0.000019797168,0.000051193674,0.0000525746,0.000041003048],"domain_scores_gemma":[0.9998246,0.000029728235,0.0000498653,0.000015050673,0.000055746557,0.000025060077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002566039,0.00033828936,0.00029393053,0.0004920784,0.00034223503,0.00065503584,0.0005628553,0.00033708406,0.0024780922],"category_scores_gemma":[0.00041841576,0.00020726047,0.00045803536,0.00045354376,0.00067835755,0.0007719782,0.00067542045,0.00024046328,0.0003629039],"study_design_candidate":"bench_or_experimental","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":[0.00050804723,0.00008460265,0.03843925,0.0020753841,0.00011520926,0.0005190524,0.00047759328,0.39494774,0.101198904,0.051169425,0.00426797,0.4061968],"study_design_scores_gemma":[0.00017206746,0.0030272182,0.12293813,0.00061144575,0.00028928192,0.0017949757,0.002514045,0.60701483,0.073030226,0.052057605,0.13613343,0.00041679404],"about_ca_topic_score_codex":0.002417849,"about_ca_topic_score_gemma":0.003722133,"teacher_disagreement_score":0.0024780922,"about_ca_system_score_codex":0.0005852442,"about_ca_system_score_gemma":0.0013229538,"threshold_uncertainty_score":0.008290052},"labels":[],"label_agreement":null},{"id":"W4214912939","doi":"10.1080/24705357.2022.2040388","title":"Remote sensing framework details riverscape connectivity fragmentation and fish passability in a forested landscape","year":2022,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Wildlife-Road Interactions and Conservation","field":"Environmental Science","cited_by":17,"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 New Brunswick","funders":"","keywords":"Culvert; Fragmentation (computing); Habitat; Environmental science; Habitat fragmentation; Environmental resource management; Biota; Species richness; Ecosystem; Geography; Landscape connectivity; Hydrology (agriculture); Ecology; Biological dispersal; Engineering","score_opus":0.011804005521910839,"score_gpt":0.24011041379274364,"score_spread":0.22830640827083282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214912939","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7193579,0.0007248203,0.07465224,0.00054561335,0.00008292804,0.00051684515,0.14667949,0.0022953048,0.0551449],"genre_scores_gemma":[0.9076473,0.0002078372,0.037380822,0.000095107906,0.00003355634,0.0003414474,0.051893048,0.00009512278,0.0023056988],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952626,0.00006009646,0.00005040602,0.0001509356,0.00013117414,0.00008115672],"domain_scores_gemma":[0.9995011,0.000075365024,0.00012817272,0.00007780543,0.00017930809,0.000038188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049588963,0.00031986894,0.00021771873,0.0029666598,0.00030702772,0.00080367463,0.00043808648,0.0002560396,0.0027526673],"category_scores_gemma":[0.0009434039,0.00013040309,0.00030151074,0.002771514,0.00023126951,0.0006637954,0.00061069534,0.00021656985,0.00058578356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000118172895,0.0003149619,0.72979057,0.00047793618,0.0002613151,0.00048005665,0.0018017918,0.031536184,0.018091,0.013553172,0.026295474,0.17727944],"study_design_scores_gemma":[0.000019443976,0.00006770447,0.8936558,0.00012798095,0.00010214553,0.0004075411,0.0018247986,0.04994593,0.0027436947,0.0036962728,0.04734515,0.00006356348],"about_ca_topic_score_codex":0.040859133,"about_ca_topic_score_gemma":0.0866054,"teacher_disagreement_score":0.040859133,"about_ca_system_score_codex":0.0005103134,"about_ca_system_score_gemma":0.0005088181,"threshold_uncertainty_score":0.08124262},"labels":[],"label_agreement":null},{"id":"W4407391737","doi":"10.1080/24705357.2025.2462319","title":"Fish spawning habitat suitability for local bed change around instream boulders: experimental investigation - II","year":2025,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada; National Science Foundation","keywords":"Fish ; Habitat; Environmental science; Fishery; Fish habitat; Hydrology (agriculture); Ecology; Biology; Geology; Geotechnical engineering","score_opus":0.02801263307189887,"score_gpt":0.2730701122868625,"score_spread":0.24505747921496362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407391737","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99978787,0.0000014954439,0.00004262792,0.0000020275988,5.640349e-7,0.000010012565,0.000026836215,0.0000018162629,0.00012670626],"genre_scores_gemma":[0.99892277,0.0000067688234,0.00031986073,0.000006425245,0.0000016912782,0.000059797672,0.00014927101,0.0000022134184,0.000531088],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99977285,0.00006194253,0.000016185246,0.000076016055,0.000028779696,0.00004426942],"domain_scores_gemma":[0.9990239,0.00034717796,0.00021631556,0.00011068292,0.00009201305,0.00020985067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003555198,0.00027695682,0.00019750246,0.0003283081,0.0004475212,0.00031184038,0.00028676796,0.0002551207,0.0023668443],"category_scores_gemma":[0.0008727196,0.00017936405,0.00039201675,0.00016176252,0.0007249992,0.00030287346,0.0003304421,0.00047137606,0.00021211478],"study_design_candidate":"bench_or_experimental","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":[0.0032996843,0.0073556257,0.88270384,0.000067958,0.00011861469,0.0005103114,0.0020401976,0.0056000133,0.08723211,0.00026234757,0.00050348137,0.010305778],"study_design_scores_gemma":[0.00007317655,0.009503359,0.979545,0.000005743739,0.00005256874,0.00014198718,0.0011046637,0.0032588174,0.005866187,0.00008650044,0.0003479401,0.0000139848335],"about_ca_topic_score_codex":0.0074380157,"about_ca_topic_score_gemma":0.028419925,"teacher_disagreement_score":0.0074380157,"about_ca_system_score_codex":0.0005928187,"about_ca_system_score_gemma":0.00041270585,"threshold_uncertainty_score":0.0147894025},"labels":[],"label_agreement":null},{"id":"W4414854446","doi":"10.1080/24705357.2025.2562061","title":"Finding a way upstream: environmental effects on immature American eel movement below a hydropower dam","year":2025,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","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":"Ministère des Ressources naturelles et des Forêts; Hydro-Québec; Institut National de la Recherche Scientifique","funders":"","keywords":"Hydropower; Movement (music); Fish ; Fishing; Environmental movement","score_opus":0.003177719095897492,"score_gpt":0.21835509673411332,"score_spread":0.21517737763821584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414854446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99984765,0.0000072811827,0.000027071717,0.0000055130186,4.1533502e-7,6.258914e-7,0.000014612413,8.3629016e-7,0.00009600484],"genre_scores_gemma":[0.9997782,0.0000118282705,0.00006115951,0.000007144413,6.810998e-7,0.0000018506533,0.00003621315,0.0000012833596,0.00010165968],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9998192,0.000059595317,0.000008055986,0.000042896412,0.000035877136,0.000034391698],"domain_scores_gemma":[0.99914205,0.00024813664,0.00024916037,0.000060224796,0.00011755132,0.0001828417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001965408,0.0001035526,0.00013987329,0.0002150958,0.00024984684,0.00035198618,0.00014309303,0.00012519096,0.0006583052],"category_scores_gemma":[0.0011639439,0.000068648544,0.000109355184,0.00015969266,0.00035599628,0.00016255294,0.0003027603,0.00024384518,0.00007196944],"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":[0.00031779043,0.00012230828,0.95417464,0.000013508675,0.00006393683,0.00014965216,0.00084545696,0.0003900689,0.036740318,0.000039659622,0.00014722919,0.0069954377],"study_design_scores_gemma":[4.2664874e-7,0.000043495413,0.99927765,9.2268243e-7,0.000004972923,0.000009483548,0.00026996553,0.00012911881,0.00021518089,0.000003841381,0.000043492884,0.0000015119161],"about_ca_topic_score_codex":0.023664746,"about_ca_topic_score_gemma":0.110889584,"teacher_disagreement_score":0.023664746,"about_ca_system_score_codex":0.0003361837,"about_ca_system_score_gemma":0.00030494598,"threshold_uncertainty_score":0.047053993},"labels":[],"label_agreement":null},{"id":"W7092219710","doi":"10.1080/24705357.2025.2572575","title":"Exploring local sediment erosion and deposition patterns around instream boulders: an experimental Investigation - I","year":2025,"lang":"en","type":"article","venue":"Journal of Ecohydraulics","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada","keywords":"Deposition (geology); Erosion; Hydrology (agriculture); Sediment; Surface runoff","score_opus":0.03737483554782393,"score_gpt":0.2398755661559339,"score_spread":0.20250073060810997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7092219710","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9996995,0.0000038574103,0.00019075582,0.0000016786016,0.0000011174114,0.000011875952,0.000025550218,0.0000029963717,0.00006285998],"genre_scores_gemma":[0.9979955,0.000031335494,0.0012755707,0.00000643237,0.0000022329007,0.000058291156,0.00013706087,0.0000029007097,0.00049067935],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999811,0.000021870628,0.0000142995805,0.000070838134,0.00003833666,0.000043610904],"domain_scores_gemma":[0.99968314,0.000080192985,0.000058547754,0.000061237966,0.000064356165,0.00005261271],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023500965,0.00035026742,0.00027755636,0.0002820596,0.0003802052,0.00023076577,0.00035209823,0.00029610388,0.001071352],"category_scores_gemma":[0.00030985926,0.00019281307,0.00040392566,0.00017403896,0.000544821,0.0002698041,0.00042320866,0.00047925132,0.000120025856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018494794,0.0071253376,0.06775609,0.00016450864,0.00007718502,0.0005890804,0.0010901783,0.01079309,0.89503086,0.00022684857,0.00017599064,0.015121343],"study_design_scores_gemma":[0.0002245787,0.062062837,0.51505,0.000030712737,0.00023304057,0.00051246956,0.003136861,0.037246883,0.37971655,0.0002703947,0.0014184609,0.000097275835],"about_ca_topic_score_codex":0.0027341817,"about_ca_topic_score_gemma":0.0065631764,"teacher_disagreement_score":0.0027341817,"about_ca_system_score_codex":0.00026218282,"about_ca_system_score_gemma":0.0002674461,"threshold_uncertainty_score":0.0054365396},"labels":[],"label_agreement":null}]}