{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":23,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":23,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"b8bc779e9eaf","filters":{"venue":"Aquacultural Engineering"}},"results":[{"id":"W2054191329","doi":"10.1016/j.aquaeng.2009.04.003","title":"Aquaculture Net Drag Force and Added Mass","year":2009,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":128,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drag coefficient; Solidity; Drag; Mechanics; Morison equation; Added mass; Parasitic drag; Reynolds number; Wave drag; Physics; Drag equation; Mathematics; Classical mechanics; Geometry; Drag divergence Mach number; Turbulence; Vibration; Computer science; Acoustics","retraction":null,"screen_n_in":null,"score":{"opus":0.004650400087398203,"gpt":0.1960649997245114,"spread":0.1914145996371132,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007639279,0.0002864689,0.0002262781,0.00001972418,0.0001466148,0.00006670286,0.0001695361,0.00008901043,0.0002549353],"category_scores_gemma":[0.00003868972,0.0001991837,0.00008370769,0.0002125945,0.00004806081,0.0003327244,0.00007257495,0.0002026053,0.0001256896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004603552,"about_ca_system_score_gemma":0.000001457915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003983757,"about_ca_topic_score_gemma":0.00001833478,"domain_scores_codex":[0.9988211,0.00001058873,0.0001913828,0.0003501475,0.0002285039,0.0003982118],"domain_scores_gemma":[0.9996312,0.0000191539,0.00004232906,0.0001511765,0.00000980253,0.0001463805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005583869,0.00009887368,0.007541645,0.00006812839,0.0001678763,0.00008914137,0.005069976,0.01212645,0.8707414,0.009652416,0.04715069,0.04723759],"study_design_scores_gemma":[0.003076508,0.0008576394,0.4544477,0.0001900766,0.0002418077,0.0002641963,0.001291408,0.02866129,0.02374103,0.005570774,0.4779063,0.003751234],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8933333,0.001616925,0.003021273,0.006232619,0.0003700352,0.0008903611,0.00002054339,0.0009971892,0.0935178],"genre_scores_gemma":[0.9876495,0.0001316107,0.00379917,0.0005194644,0.0001498224,0.00001007295,0.00002086756,0.0000139669,0.007705496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8470004,"threshold_uncertainty_score":0.8122476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1991815101","doi":"10.1016/j.aquaeng.2005.09.002","title":"Reporting standards for biofilter performance studies","year":2005,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":95,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Biofilter; Risk analysis (engineering); Computer science; Engineering; Environmental engineering; Business","retraction":null,"screen_n_in":null,"score":{"opus":0.04666733703210364,"gpt":0.3211372123193837,"spread":0.2744698752872801,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003236497,0.0002073774,0.0003177013,0.00005850883,0.000082553,0.00002563879,0.0001517278,0.00009838409,0.00001990387],"category_scores_gemma":[0.002170041,0.0001518255,0.0001245104,0.0001254794,0.00001863657,0.0002553274,0.00006237492,0.0001797961,0.00001007366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001700965,"about_ca_system_score_gemma":0.00001140034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001138745,"about_ca_topic_score_gemma":5.300666e-7,"domain_scores_codex":[0.9985821,0.000001697422,0.000616494,0.000224763,0.0001914865,0.0003834319],"domain_scores_gemma":[0.9993474,0.00008110438,0.000164104,0.0001801103,0.000168611,0.00005869328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005434081,0.00001816348,0.0001582455,0.0005301333,0.0002356812,0.000005443787,0.0005411738,0.1515566,0.7218892,0.001252671,0.006839201,0.1169192],"study_design_scores_gemma":[0.0005477146,0.00004637403,0.000111797,0.0001909072,0.0000296769,0.00002196746,0.000230682,0.3891039,0.4587412,0.00001319627,0.1505674,0.0003952292],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732306,0.002962499,0.01837609,0.001746714,0.0004417396,0.0003326111,0.00002816747,0.002223986,0.0006576072],"genre_scores_gemma":[0.9810797,0.00009760226,0.01720861,0.00005278947,0.0004118426,0.00007407513,0.000007421249,0.00003012664,0.001037855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2631481,"threshold_uncertainty_score":0.6191264,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2058792728","doi":"10.1016/j.aquaeng.2004.11.001","title":"Design methodology for the swirl separator","year":2004,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Separator (oil production); Inlet; Mechanics; Settling; Sedimentation; Computational fluid dynamics; Volumetric flow rate; Mixing (physics); Materials science; Gravity separation; Flow (mathematics); Environmental science; Mechanical engineering; Engineering; Environmental engineering; Thermodynamics; Geology; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.04164953918582953,"gpt":0.2547330460069993,"spread":0.2130835068211697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002139926,0.0002081633,0.0001919506,0.00003854742,0.00008354257,0.0000408825,0.0001944806,0.00009304751,0.00000666498],"category_scores_gemma":[0.0000542452,0.000141303,0.0001039947,0.0001737805,0.00001897067,0.0001139496,0.00001834541,0.0001552069,0.00002765184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009490589,"about_ca_system_score_gemma":0.0000124721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001255912,"about_ca_topic_score_gemma":0.000006730634,"domain_scores_codex":[0.9992297,0.000009868373,0.0001903629,0.0001446339,0.00007954378,0.0003459447],"domain_scores_gemma":[0.9994315,0.0002731227,0.00001428901,0.0001831325,0.00003181492,0.00006615625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005826309,0.000003163,0.000001138268,0.00001885835,0.0000635951,0.000001800117,0.0002985821,0.948083,0.04611555,0.004013906,0.0005158693,0.0008787028],"study_design_scores_gemma":[0.0006258803,0.00005496868,0.0001186695,0.00001622469,0.00004184668,0.00003950468,0.00007965553,0.9565323,0.02175348,0.0004147798,0.01994718,0.0003754856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02683867,0.001315712,0.969918,0.0001125061,0.0008688288,0.0003768321,0.000008230986,0.0004862,0.00007498739],"genre_scores_gemma":[0.8326761,0.0001691435,0.166168,0.00008931026,0.0004933008,0.0002040768,0.00001544437,0.00008531196,0.00009937032],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8058374,"threshold_uncertainty_score":0.5762171,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2049295310","doi":"10.1016/j.aquaeng.2006.12.003","title":"Alum residuals as a low technology for phosphorus removal from aquaculture processing water","year":2006,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Canadian Water Network","keywords":"Alum; Aluminium sulfate; Phosphorus; Adsorption; Effluent; Pulp and paper industry; Chemistry; Aquaculture; Environmental science; Activated alumina; Environmental chemistry; Water treatment; Leaching (pedology); Environmental engineering; Waste management; Flocculation; Fishery; Fish <Actinopterygii>; Soil water; Soil science","retraction":null,"screen_n_in":null,"score":{"opus":0.003324433700372236,"gpt":0.1891747098215627,"spread":0.1858502761211905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001069015,0.0002837479,0.000230788,0.00004421145,0.0001770142,0.00009058422,0.0003105295,0.0001551165,0.0002512123],"category_scores_gemma":[0.00002175365,0.0001929232,0.00009536185,0.0002643061,0.00006020225,0.00030447,0.0001994255,0.0001551481,0.000349162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723924,"about_ca_system_score_gemma":0.000003544204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069119,"about_ca_topic_score_gemma":0.00004793367,"domain_scores_codex":[0.9983596,0.000005712875,0.0002855907,0.0004876553,0.0002666477,0.0005947744],"domain_scores_gemma":[0.9996273,0.00001410755,0.00005555444,0.0002155778,0.00001642119,0.00007102513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001558345,0.0002623198,0.001898213,0.00009764489,0.0001318305,0.0001654034,0.001132876,0.03988682,0.8949491,0.002497751,0.03676276,0.02205944],"study_design_scores_gemma":[0.001117808,0.0001063516,0.002336681,0.0001034791,0.0000677897,0.00003116224,0.0002152347,0.02070905,0.5118098,0.003130885,0.4596019,0.0007698812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993185,0.0008104236,0.001358212,0.001146408,0.000167767,0.0005545221,0.00001837914,0.0003717365,0.002387536],"genre_scores_gemma":[0.9860244,0.00002340178,0.01031694,0.0001391518,0.0001448536,0.000116371,0.0001088035,0.0000380569,0.003087979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4228391,"threshold_uncertainty_score":0.7867181,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2067764761","doi":"10.1016/j.aquaeng.2009.05.001","title":"Solids removal at a recirculating salmon-smolt farm","year":2009,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Drum; Volume (thermodynamics); Total suspended solids; Volumetric flow rate; Suspended solids; Environmental science; Environmental engineering; Biofilter; Filter (signal processing); Total dissolved solids; Hatchery; Pulp and paper industry; Animal science; Wastewater; Waste management; Fish <Actinopterygii>; Fishery; Biology; Mechanics; Engineering; Chemical oxygen demand; Thermodynamics","retraction":null,"screen_n_in":null,"score":{"opus":0.009293576352345517,"gpt":0.1958791088745363,"spread":0.1865855325221908,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008269708,0.0002524244,0.0002035489,0.00002595853,0.0001885541,0.00002827247,0.0001979685,0.00007154579,0.0001170252],"category_scores_gemma":[0.00004546638,0.0002032605,0.00009387228,0.0002344714,0.00003255486,0.0001984462,0.0002000294,0.0001277801,0.0001993951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003786904,"about_ca_system_score_gemma":0.000001624021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001860783,"about_ca_topic_score_gemma":0.00006549114,"domain_scores_codex":[0.9986129,0.00001225678,0.0002312856,0.000350003,0.0002900298,0.0005034583],"domain_scores_gemma":[0.9996118,0.00002472372,0.00004672145,0.0001978578,0.000007178563,0.0001117338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001600702,0.00003925491,0.0006046061,0.00001118562,0.00004626267,0.0001647529,0.001190833,0.1159547,0.8573292,0.004358979,0.001623925,0.01866035],"study_design_scores_gemma":[0.003201303,0.000928689,0.3039498,0.0004197099,0.0002060176,0.002577541,0.0007758063,0.2546937,0.2347551,0.0105659,0.1822651,0.005661287],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9046676,0.0002869911,0.000795732,0.0008075953,0.0002924066,0.0001569269,0.000006560557,0.0005081784,0.09247801],"genre_scores_gemma":[0.9939382,0.000005008298,0.003848359,0.0002111806,0.0001401382,0.000007290744,0.000009417729,0.00001996531,0.001820448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6225741,"threshold_uncertainty_score":0.8288723,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2036460072","doi":"10.1016/s0144-8609(00)00059-5","title":"Hydrology of inland brackishwater shrimp ponds in Chachoengsao, Thailand","year":2000,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Agricultural Systems and Practices","field":"Agricultural and Biological Sciences","cited_by":37,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Burapha University; Asia Pacific Foundation of Canada","keywords":"Environmental science; Hydrology (agriculture); Surface runoff; Shrimp; Outflow; Irrigation; Shrimp farming; Aquaculture; Freshwater inflow; Fishery; Estuary; Agronomy; Ecology; Oceanography; Biology; Geology; Fish <Actinopterygii>","retraction":null,"screen_n_in":null,"score":{"opus":0.006773468542498234,"gpt":0.179260303594809,"spread":0.1724868350523108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001594064,0.0001741337,0.0002661018,0.00001387293,0.00004347691,0.00003225189,0.0001839308,0.0001253888,0.001026489],"category_scores_gemma":[0.00002085709,0.00005701273,0.00007723164,0.0002971938,0.00001789416,0.000356152,0.00002574587,0.0001706468,0.00006260604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001645674,"about_ca_system_score_gemma":0.000001686965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008523537,"about_ca_topic_score_gemma":0.0002551888,"domain_scores_codex":[0.9989849,0.00003887189,0.0003106659,0.0002217435,0.0001379406,0.0003058631],"domain_scores_gemma":[0.9996751,0.0001175566,0.00006789206,0.00004306173,0.0000249199,0.00007145785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001429607,0.0001309818,0.05593121,0.00006936122,0.00006903015,0.00005585584,0.001172973,0.004522949,0.8737542,0.0003837889,0.0009806055,0.06278609],"study_design_scores_gemma":[0.0006966594,0.0004439509,0.7850736,0.0001212767,0.00002480184,0.0002055664,0.0002803043,0.002584602,0.01056977,0.00007221258,0.1991808,0.0007464611],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970359,0.0002937877,4.504148e-7,0.0005027134,0.00006996607,0.0001346975,0.00001383699,0.00005120365,0.001897409],"genre_scores_gemma":[0.998568,0.00008389458,0.00004470075,0.00005179552,0.0002001309,0.00001191022,0.00005208388,0.000001245499,0.0009862392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8631844,"threshold_uncertainty_score":0.9998867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2070320940","doi":"10.1016/s0144-8609(02)00042-0","title":"Micro-particles in recirculating aquaculture systems: determination of particle density by density gradient centrifugation","year":2002,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Food Industry and Aquatic Biology","field":"Agricultural and Biological Sciences","cited_by":33,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Aquaculture; Density gradient; Recirculating aquaculture system; Particle (ecology); Particle density; Particulates; Environmental science; Chemistry; Fishery; Fish <Actinopterygii>; Biology; Ecology; Oceanography; Physics; Geology; Volume (thermodynamics)","retraction":null,"screen_n_in":null,"score":{"opus":0.02175392643190312,"gpt":0.1914180767635701,"spread":0.169664150331667,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001648515,0.0001445776,0.0002096983,0.000009761012,0.00007270127,0.00003013905,0.000109454,0.0001513988,0.00003429345],"category_scores_gemma":[0.0001287624,0.00006726249,0.00005660884,0.0003213851,0.00002873297,0.0001917608,0.00002703061,0.0001520346,0.00001302357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005597413,"about_ca_system_score_gemma":0.000001117577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003424059,"about_ca_topic_score_gemma":0.0001139766,"domain_scores_codex":[0.998937,0.00006398554,0.0003522068,0.000223946,0.0001322753,0.0002905811],"domain_scores_gemma":[0.9996068,0.00009898583,0.0001172692,0.00004865385,0.00005776851,0.00007049998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005338181,0.00005801432,0.0125556,0.00001765929,0.000005429341,0.000003282124,0.0003067738,0.0003813839,0.9786674,0.0001760353,0.00008906575,0.007734024],"study_design_scores_gemma":[0.0005341125,0.0002421926,0.1161304,0.0001958875,0.00002835297,0.000056303,0.001143471,0.2704069,0.609881,0.00003462856,0.0008419858,0.0005047399],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989333,0.0003349629,0.0000574482,0.0003186526,0.00009388056,0.0001809167,0.00001145054,0.00005043708,0.0000189172],"genre_scores_gemma":[0.999568,0.00001989704,0.0002125454,0.00002214727,0.00006255961,0.000008959894,0.00004075215,0.000001205794,0.00006393851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3687864,"threshold_uncertainty_score":0.2742885,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2928297784","doi":"10.1016/j.aquaeng.2019.03.005","title":"Prediction of water velocities in circular aquaculture tanks using an axisymmetric CFD model","year":2019,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":32,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computational fluid dynamics; Rotational symmetry; Aquaculture; Marine engineering; Mechanics; Environmental science; Engineering; Fishery; Fish <Actinopterygii>; Physics; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.04123984592076278,"gpt":0.2490315651978937,"spread":0.2077917192771309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003307787,0.0002612689,0.0003403585,0.000337367,0.00003404874,0.00004242116,0.0002381796,0.0002367738,0.00007800169],"category_scores_gemma":[0.00005194622,0.0001971509,0.0001004883,0.0005026997,0.00001966956,0.0007097697,0.00004514775,0.0002861252,0.00002791011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001801861,"about_ca_system_score_gemma":0.0000155751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004112931,"about_ca_topic_score_gemma":0.000006377965,"domain_scores_codex":[0.9984054,0.00006508273,0.000479436,0.0003582158,0.0002959641,0.00039588],"domain_scores_gemma":[0.9993535,0.00002584939,0.0000708145,0.0003560239,0.0001100287,0.00008376161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000592148,0.00001939952,0.000441085,0.00005410306,0.00002169741,0.000001358349,0.00195471,0.5663677,0.429988,0.0008344762,0.000002806139,0.0003088048],"study_design_scores_gemma":[0.0005066589,0.00003539511,0.003002311,0.00004222032,0.00002192641,0.00001551867,0.0004492016,0.8466542,0.1483207,0.0002228114,0.0004601505,0.0002689672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807752,0.0001597621,0.01782633,0.00002184066,0.0003582468,0.0002270692,0.00001719125,0.0001725092,0.0004418953],"genre_scores_gemma":[0.9736636,0.000009774939,0.02572333,0.00001980962,0.00007631435,0.00001557379,0.000129763,0.00004866939,0.0003132022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2816673,"threshold_uncertainty_score":0.8039582,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1973196222","doi":"10.1016/j.aquaeng.2005.08.008","title":"Accumulation and natural disintegration of solid wastes caught on a screen suspended below a fish farm cage","year":2005,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Environmental science; Cage; Pulp and paper industry; Waste management; Wastewater; Environmental engineering; Municipal solid waste; Mineralization (soil science); Animal science; Biology; Soil science; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01451967927472303,"gpt":0.2423901342192592,"spread":0.2278704549445362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009040925,0.0001430543,0.0001587856,0.00001757371,0.00008040677,0.00003423498,0.00007704526,0.00006543668,0.00002915423],"category_scores_gemma":[0.00009579241,0.00005736401,0.00006744209,0.0001865589,0.00002176883,0.0002144796,0.00002704639,0.0001273214,0.000001432306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005703315,"about_ca_system_score_gemma":0.000003286179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001631551,"about_ca_topic_score_gemma":0.0008121163,"domain_scores_codex":[0.999245,0.00002112606,0.0002003889,0.0001994572,0.0001514829,0.0001825356],"domain_scores_gemma":[0.9996973,0.00006532867,0.00005415905,0.00004246152,0.00007862212,0.00006209836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001488494,0.0001202617,0.000499916,0.00005158595,0.00004944392,0.000002361446,0.001017055,0.01486436,0.6545069,0.002374243,0.0002233826,0.3261417],"study_design_scores_gemma":[0.001310956,0.0008857112,0.496634,0.000229426,0.00006710869,0.00007039019,0.01424218,0.2346781,0.2337561,0.0001783353,0.01665261,0.001295048],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976812,0.00007938095,0.000008021008,0.001827405,0.00006338849,0.0001770361,0.00002324855,0.00006816894,0.00007216016],"genre_scores_gemma":[0.9992346,0.0000136548,0.0001694003,0.00004820531,0.0001869521,0.000005322462,0.00007891927,0.000001218418,0.0002617854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4961341,"threshold_uncertainty_score":0.2339236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2002592263","doi":"10.1016/j.aquaeng.2005.10.001","title":"The efficacy of ozonated seawater for surface disinfection of haddock (Melanogrammus aeglefinus) eggs against piscine nodavirus","year":2005,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Fisheries and Oceans Canada; University of New Brunswick","funders":"","keywords":"Haddock; Halibut; Biology; Ozone; Seawater; Fishery; Fish <Actinopterygii>; Animal science; Chemistry; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.006968487395726036,"gpt":0.2291860377896374,"spread":0.2222175503939114,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001426781,0.0002234178,0.0002779297,0.00004500435,0.0001425439,0.00001708477,0.0002191376,0.0001317841,0.00002866784],"category_scores_gemma":[0.00006319357,0.0001384793,0.0002119431,0.0001707161,0.00008829433,0.0001157569,0.0000675617,0.0001405833,0.0000445736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000434567,"about_ca_system_score_gemma":0.00001036828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005096309,"about_ca_topic_score_gemma":0.00003001735,"domain_scores_codex":[0.9989934,0.00002722841,0.0003866135,0.0002047047,0.0000401004,0.0003479309],"domain_scores_gemma":[0.9993675,0.0001377039,0.0001453817,0.0002127759,0.0001143134,0.00002237359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000168869,0.00009091035,0.0001497597,0.00006945459,0.0003468709,4.093718e-7,0.0003933439,0.008395819,0.9809826,0.0006334059,0.003400492,0.005368072],"study_design_scores_gemma":[0.003802704,0.0001808819,0.005215181,0.0001257043,0.0002278771,0.000009779043,0.0002521874,0.001019018,0.6332711,0.000006104777,0.355466,0.0004234451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952538,0.002582323,0.0005485193,0.0003248906,0.0003738272,0.0005413677,0.0000488247,0.0001051495,0.0002212707],"genre_scores_gemma":[0.9967528,0.00008846086,0.0002681463,0.00003001576,0.00005198485,0.00001295039,0.0003700596,0.00002171507,0.002403861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3520655,"threshold_uncertainty_score":0.5647023,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2086342816","doi":"10.1016/j.aquaeng.2010.07.002","title":"Minimizing phosphorus discharge from aquaculture earth ponds by a novel sediment retention system","year":2010,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Aquaculture Nutrition and Growth","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Environment","keywords":"Effluent; Phosphorus; Environmental science; Particulates; Aquaculture; Suspended solids; Total suspended solids; Aeration; Sediment; Environmental engineering; Recirculating aquaculture system; Fish farming; Total dissolved solids; Nutrient; Settling; Animal science; Environmental chemistry; Pulp and paper industry; Fish <Actinopterygii>; Chemistry; Sewage treatment; Wastewater; Ecology; Fishery; Biology; Chemical oxygen demand","retraction":null,"screen_n_in":null,"score":{"opus":0.008206149421883047,"gpt":0.1791277722608118,"spread":0.1709216228389288,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001371277,0.0004066551,0.0003384639,0.000016221,0.0002719405,0.0002085207,0.0003372417,0.0003193164,0.0002016411],"category_scores_gemma":[0.00004363844,0.0001658544,0.0002410315,0.0003709689,0.00003250661,0.0004105981,0.00007559876,0.0005609549,0.0001353185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004530816,"about_ca_system_score_gemma":0.000003768385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003795253,"about_ca_topic_score_gemma":0.0001238621,"domain_scores_codex":[0.9980982,0.00001961209,0.0003926038,0.0005585761,0.0004080834,0.0005229131],"domain_scores_gemma":[0.9992995,0.00007282006,0.0001300887,0.0001079551,0.00009628315,0.0002933474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001743583,0.00007004455,0.0001681518,0.0000132444,0.00003805956,0.000003647455,0.0001563406,0.000006817737,0.9938974,0.0009766021,0.003551221,0.001101078],"study_design_scores_gemma":[0.001752802,0.0002464936,0.02650233,0.0003082411,0.000131157,0.00009901484,0.002554533,0.01051707,0.5429235,0.00002591682,0.4131791,0.001759861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955835,0.00039087,0.0001579161,0.001075721,0.0005445415,0.000334028,0.0006475244,0.0005647417,0.0007011679],"genre_scores_gemma":[0.9947125,0.00002271129,0.001706588,0.0001697176,0.0007389582,0.00005107157,0.001822493,0.000006061198,0.0007698449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4509739,"threshold_uncertainty_score":0.6763346,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1971205115","doi":"10.1016/j.aquaeng.2010.06.002","title":"A novel approach to measuring chlorophyll uptake by cultivated oysters","year":2010,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Fisheries and Oceans Canada","funders":"Instituto de Investigaciones Marinas y Costeras","keywords":"Chlorophyll a; Chlorophyll; Algae; Limiting; Phytoplankton; Water column; Crassostrea; Biology; Environmental science; Fishery; Botany; Oyster; Ecology; Nutrient","retraction":null,"screen_n_in":null,"score":{"opus":0.01115244639347775,"gpt":0.1965263888579997,"spread":0.185373942464522,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001255705,0.0003074231,0.0002263349,0.00002865365,0.0001409333,0.00006647708,0.0003316047,0.0000869167,0.000113074],"category_scores_gemma":[0.000104469,0.0002262415,0.0001024432,0.0003556679,0.00004322201,0.0002392921,0.000273384,0.000340685,0.0002658183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006552559,"about_ca_system_score_gemma":0.000002224924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000360182,"about_ca_topic_score_gemma":0.00004097165,"domain_scores_codex":[0.9985106,0.000004807288,0.0002328101,0.0004438941,0.0003365893,0.0004712794],"domain_scores_gemma":[0.999482,0.0000140616,0.00003986146,0.0002222923,0.00001618715,0.0002255924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005615876,0.00005162384,0.0005207069,0.00001279317,0.00002939121,9.453673e-7,0.0007192654,0.004092997,0.9888492,0.0001506569,0.00439411,0.001172733],"study_design_scores_gemma":[0.00210711,0.0001699319,0.1310575,0.00007985767,0.00009897833,0.0001390889,0.000957393,0.02437655,0.1291715,0.00001801697,0.7088476,0.00297642],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639288,0.00002671066,0.0046222,0.0004558438,0.0003615253,0.0004511709,0.00001703883,0.0003524594,0.0297843],"genre_scores_gemma":[0.9815252,0.000002653554,0.01586774,0.0001683468,0.0001367635,0.00005677338,0.00002490403,0.0000309348,0.002186691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8596777,"threshold_uncertainty_score":0.9225859,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2944365023","doi":"10.1016/j.aquaeng.2019.101995","title":"Modeling the fate of dietary 17B-estradiol and its metabolites in an American eel (Anguilla rostrata) recirculating aquaculture system","year":2019,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Reproductive biology and impacts on aquatic species","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Aquaculture; Effluent; Anguilla rostrata; Estrone; Biology; Environmental chemistry; Wastewater; Animal science; Fishery; Chemistry; Fish <Actinopterygii>; Hormone; Environmental science; Endocrinology; Environmental engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01443042638144975,"gpt":0.2411929033860976,"spread":0.2267624770046479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002016815,0.0001966673,0.000275884,0.00003398283,0.00003983859,0.00002281435,0.0001656155,0.00008829497,0.000001956878],"category_scores_gemma":[0.0001286848,0.0001243075,0.00006007755,0.0001353971,0.0000464215,0.00002663085,0.00004858447,0.0001427183,0.000002020909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001510879,"about_ca_system_score_gemma":0.00001344052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008953622,"about_ca_topic_score_gemma":0.00001865674,"domain_scores_codex":[0.999002,0.00005713239,0.0002651868,0.0003460578,0.00009155938,0.0002380873],"domain_scores_gemma":[0.9995149,0.00001729963,0.00008233897,0.0002616823,0.00006815377,0.00005562853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002466372,0.000009338491,0.004846147,0.00005046053,0.00005237892,9.724542e-7,0.0003454669,0.04196531,0.9520141,0.000289571,0.000002522576,0.0003990942],"study_design_scores_gemma":[0.0008430564,0.0006429451,0.2690631,0.0002130244,0.0000751229,0.0001415616,0.007799765,0.4708626,0.2492773,0.00001169476,0.0002805095,0.0007893239],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963897,0.003007173,0.00008847049,0.00006283279,0.00009040193,0.0002453679,0.00001382723,0.00001906979,0.00008313794],"genre_scores_gemma":[0.9991112,0.0001230671,0.0004828645,0.00002319352,0.0001365723,0.000009606183,0.00005733018,0.0000157212,0.00004044418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7027368,"threshold_uncertainty_score":0.5069113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3025953794","doi":"10.1016/j.aquaeng.2020.102089","title":"Prolonged photoperiod improves the growth performance for a hatchery reared right-eyed flatfish","year":2020,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Aquaculture Nutrition and Growth","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Allison University; University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"photoperiodism; Winter flounder; Flatfish; Biology; Flounder; Juvenile; Hatchery; Animal science; Stocking; Fishery; Aquaculture; Growth rate; Fishing; Fish <Actinopterygii>; Ecology; Horticulture","retraction":null,"screen_n_in":null,"score":{"opus":0.01461469087780526,"gpt":0.1812609291675077,"spread":0.1666462382897024,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001072032,0.0002416814,0.0002245014,0.00000561625,0.0002947356,0.000136465,0.000349466,0.0001144087,0.0000686714],"category_scores_gemma":[0.0001321962,0.00007573577,0.0001734567,0.0003387408,0.00003662372,0.0002944116,0.00005250839,0.0002181227,0.00003089904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002220341,"about_ca_system_score_gemma":0.000005002861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000351147,"about_ca_topic_score_gemma":0.00002535474,"domain_scores_codex":[0.9988672,0.0000193004,0.0002355358,0.0003266016,0.0001795385,0.0003718823],"domain_scores_gemma":[0.9995201,0.00009474566,0.00006552647,0.00005123104,0.0001145653,0.0001538826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009405603,0.00002449416,0.0002079709,0.00006176806,0.00003925072,0.000002360938,0.0007591306,0.00002501427,0.9906613,0.0002086925,0.004102882,0.003813102],"study_design_scores_gemma":[0.002442497,0.001874284,0.1062851,0.0001673154,0.000143865,0.00006108471,0.001981838,0.05098517,0.4452794,0.000136482,0.3887213,0.001921611],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840752,0.000175429,0.00003640084,0.01432159,0.0000826708,0.0007426591,0.0000402854,0.0003035361,0.0002222195],"genre_scores_gemma":[0.9967726,0.00004096754,0.0004331479,0.001488225,0.0007441893,0.0001785626,0.000118598,0.000003692736,0.0002199636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5453818,"threshold_uncertainty_score":0.3088415,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2967004256","doi":"10.1016/j.aquaeng.2019.101998","title":"Engineered-airlift pumps for aquaculture applications using multiphase flow analysis","year":2019,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Airlift; Computational fluid dynamics; Aeration; Process engineering; Engineering; Raceway; Marine engineering; Aquaculture; Lift (data mining); Environmental science; Volume of fluid method; Flow (mathematics); Environmental engineering; Mechanical engineering; Bioreactor; Waste management; Computer science; Fish <Actinopterygii>; Mechanics; Aerospace engineering; Chemistry; Fishery","retraction":null,"screen_n_in":null,"score":{"opus":0.006322366994513183,"gpt":0.2095840070201377,"spread":0.2032616400256245,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001048421,0.000393825,0.0004487045,0.0002727151,0.0000812617,0.00009863592,0.000250661,0.0001786607,0.00004222991],"category_scores_gemma":[0.00002050354,0.0003653883,0.0003901635,0.0009129021,0.000009835268,0.0002995522,0.00003344879,0.0002329051,0.00005083899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001673946,"about_ca_system_score_gemma":0.00001021208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002442233,"about_ca_topic_score_gemma":0.00001255598,"domain_scores_codex":[0.9985296,0.000004855745,0.000371646,0.0003631542,0.000185521,0.0005452862],"domain_scores_gemma":[0.9992668,0.00006879312,0.00003608619,0.000362672,0.00009943539,0.0001661835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002796585,0.00001058344,0.00007080412,0.000133039,0.0004775659,0.000001044373,0.000149519,0.8853382,0.1121568,0.0006780061,0.00006195671,0.0009196703],"study_design_scores_gemma":[0.0004994853,0.00001442978,0.000141635,0.00002718887,0.0003264789,0.000007444185,0.00006529363,0.9836941,0.003154927,0.000009281513,0.01153891,0.0005208328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1820432,0.0007059896,0.8148016,0.00001821924,0.0003702973,0.0008784375,0.0001656267,0.0008188446,0.0001977789],"genre_scores_gemma":[0.8931633,0.0000373857,0.1055121,0.00002328877,0.0002343266,0.0001896709,0.0004229175,0.000101726,0.0003153133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7111201,"threshold_uncertainty_score":0.9998798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412980735","doi":"10.1016/j.aquaeng.2025.102604","title":"LightHybridNet-Transformer-FFIA: A hybrid Transformer based deep learning model for enhanced fish feeding intensity classification","year":2025,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"China Agricultural University","keywords":"Transformer; Fishery; Environmental science; Engineering; Artificial intelligence; Computer science; Biology; Electrical engineering; Voltage","retraction":null,"screen_n_in":null,"score":{"opus":0.01838088248289994,"gpt":0.2396101079760177,"spread":0.2212292254931178,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002100809,0.0002661414,0.0002552415,0.00008447755,0.0002134912,0.00007071959,0.0003184698,0.0001124302,0.00001318908],"category_scores_gemma":[0.0001691016,0.0002385729,0.0001399137,0.0002735912,0.00006652992,0.0004097939,0.0000322598,0.0003326412,0.00001678431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000372373,"about_ca_system_score_gemma":0.000008996751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005066546,"about_ca_topic_score_gemma":0.0000190777,"domain_scores_codex":[0.9985706,0.00000982504,0.0003209076,0.0004255844,0.000202343,0.0004707795],"domain_scores_gemma":[0.9995925,0.00006930269,0.0000528274,0.0001897152,0.00003145616,0.00006415269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003457831,0.00002073078,0.0002997189,0.00007550469,0.00002479681,7.371708e-7,0.000417345,0.2841069,0.7081912,0.0001410309,0.0002839436,0.006403538],"study_design_scores_gemma":[0.0002858719,0.00002729853,0.001185252,0.00005530096,0.0000242402,9.729251e-7,0.0001213313,0.5803741,0.4161225,0.00009810714,0.001490121,0.0002149331],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4690368,0.00001264071,0.5284413,0.001150257,0.0001707241,0.0003341751,0.000006942818,0.0005617935,0.0002853935],"genre_scores_gemma":[0.980424,0.00001601296,0.01875866,0.0000892939,0.00003393927,0.0001550584,0.00004821643,0.00002318389,0.0004515981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5113872,"threshold_uncertainty_score":0.972872,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3033591300","doi":"10.1016/j.aquaeng.2020.102101","title":"Testing the efficacy of bouncing-bucket nursery systems for enhancing shell strength and thickness in on-bottom cultured Eastern oysters (Crassostrea virginica)","year":2020,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada","keywords":"Crassostrea; Shell (structure); Oyster; Fishery; Biology; Engineering; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02120011991237286,"gpt":0.233580119454854,"spread":0.2123799995424812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002312517,0.0002906795,0.0003629576,0.00002028575,0.0001163929,0.0000656699,0.0002508507,0.00007799744,0.000006528506],"category_scores_gemma":[0.0007471425,0.0001784403,0.00008765733,0.0003042447,0.00007826603,0.000167341,0.000159933,0.0002676808,0.00001114793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006975589,"about_ca_system_score_gemma":0.000007241757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003406623,"about_ca_topic_score_gemma":0.00009642357,"domain_scores_codex":[0.998522,0.00003506161,0.000413251,0.0003955765,0.0002788918,0.0003552237],"domain_scores_gemma":[0.9990538,0.0005283736,0.0001365678,0.0001543658,0.00002457268,0.0001023515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003281589,0.0002422777,0.1095976,0.001472157,0.0003158506,0.00003005537,0.03301925,0.2688522,0.5747272,0.0009260871,0.002845366,0.007643772],"study_design_scores_gemma":[0.008873241,0.001724005,0.3735286,0.002996162,0.0004531787,0.00007281662,0.0249447,0.5419896,0.02115204,0.00003854738,0.0210445,0.003182706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968987,0.0003055359,0.0002706992,0.0007167382,0.0001733858,0.0006824748,0.00001694785,0.00008260571,0.0008529732],"genre_scores_gemma":[0.9989316,0.00001834081,0.0005859522,0.0001176803,0.000163714,0.00004348207,0.000009402444,0.000022283,0.0001075518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5535752,"threshold_uncertainty_score":0.7276586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2034059520","doi":"10.1016/j.aquaeng.2008.11.003","title":"Deterring coastal birds from roosting on oyster culture gear in eastern New Brunswick, Canada","year":2008,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Fisheries and Oceans Canada","funders":"Core Research for Evolutional Science and Technology","keywords":"Oyster; Fishery; Geography; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.01143707365761495,"gpt":0.1903780520959509,"spread":0.1789409784383359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002889533,0.000193632,0.0001600409,0.00001837489,0.00008243487,0.00001290727,0.0001718579,0.00009239354,0.0002870195],"category_scores_gemma":[0.00002577312,0.0001598033,0.00003747797,0.0001254914,0.00002439066,0.0002096347,0.00009451946,0.0002873585,0.0001748376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002475232,"about_ca_system_score_gemma":0.00005754102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4620607,"about_ca_topic_score_gemma":0.8554611,"domain_scores_codex":[0.9989795,0.00001170729,0.0001867567,0.0002711985,0.0001942059,0.0003566457],"domain_scores_gemma":[0.9996793,0.0000261674,0.00003633404,0.0001183857,0.000002969271,0.0001368138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008356483,0.00001370037,0.9637653,0.000002318526,0.000006203295,0.0002339734,0.0009435879,0.02443125,0.009258362,0.000001933818,0.0005816909,0.0007532984],"study_design_scores_gemma":[0.0003616768,0.00003209186,0.9914929,0.00004113439,0.000006389163,0.00003697869,0.000107337,0.003066349,0.002615234,9.887447e-7,0.001982564,0.0002563663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990343,0.00002511323,0.00009238271,0.00007007504,0.0001989568,0.00009456872,0.000004668551,0.00005585075,0.0004240948],"genre_scores_gemma":[0.9968055,0.000002645287,0.0006728528,0.0001713946,0.0001060524,0.000002516585,0.00001437833,0.00001749508,0.00220718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3934004,"threshold_uncertainty_score":0.651659,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401752967","doi":"10.1016/j.aquaeng.2024.102459","title":"Settling velocity and effective density analysis for aquaculture floc particles: An approach through bivariate parametric copula","year":2024,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Institute of Computing Technology, Chinese Academy of Sciences; Social Sciences and Humanities Research Council of Canada; Basic Scientific Fund for National Public Research Institutes of China; Universidad Autónoma del Estado de México; New Mexico State University","keywords":"Copula (linguistics); Bivariate analysis; Parametric statistics; Settling; Aquaculture; Environmental science; Econometrics; Mathematics; Fishery; Environmental engineering; Statistics; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.01159516994096427,"gpt":0.2339280567178279,"spread":0.2223328867768636,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002431961,0.0001992038,0.0002559657,0.00005837937,0.0002197028,0.00009249806,0.0001013181,0.00008790098,0.00001911602],"category_scores_gemma":[0.00009072593,0.000150315,0.0001009193,0.0009533503,0.00006443879,0.0004943939,0.0001316615,0.0001450989,0.00001917132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001007672,"about_ca_system_score_gemma":0.000001414072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001645361,"about_ca_topic_score_gemma":0.0001356508,"domain_scores_codex":[0.9989316,0.00002796109,0.0001506924,0.0004650999,0.000116514,0.000308077],"domain_scores_gemma":[0.9996591,0.0001234114,0.00002640493,0.0001186888,0.000009177726,0.00006318904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009371777,0.0002690562,0.1096107,0.0007932972,0.00582036,0.0000517836,0.01657013,0.8369554,0.00670535,0.009615352,0.005510016,0.008004812],"study_design_scores_gemma":[0.0002485853,0.00007606697,0.3809122,0.00001267889,0.0008061637,0.000005608679,0.0004401222,0.6145552,0.0005307694,0.0003832452,0.001679236,0.0003500377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293637,0.0001585319,0.06926869,0.0001665643,0.0001050636,0.0004729684,0.00001160996,0.0002319174,0.0002209064],"genre_scores_gemma":[0.9829344,0.00003637441,0.01660218,0.0001057135,0.00004416938,0.0001214065,0.00004387798,0.00001238226,0.00009951553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2713016,"threshold_uncertainty_score":0.6129667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411021733","doi":"10.1016/j.aquaeng.2025.102580","title":"Integration of process design and control of a pilot-scale recirculating aquaculture system","year":2025,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aquaculture; Environmental science; Recirculating aquaculture system; Process (computing); Scale (ratio); Engineering; Environmental engineering; Fish <Actinopterygii>; Fishery; Biology; Computer science; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.01571892431868197,"gpt":0.234870233687517,"spread":0.2191513093688351,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001797663,0.0001167204,0.0002036134,0.00003841285,0.00003206355,0.00001235334,0.0001442213,0.00006586319,0.000002002644],"category_scores_gemma":[0.0001117355,0.00008646217,0.00002627765,0.0002552379,0.00005927595,0.0001601421,0.00005239266,0.0000989635,0.000001370103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000817259,"about_ca_system_score_gemma":0.000003067916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001346723,"about_ca_topic_score_gemma":0.00000268649,"domain_scores_codex":[0.9992909,0.00002356533,0.0002643692,0.0001614447,0.0001331509,0.0001266015],"domain_scores_gemma":[0.9996897,0.00006125752,0.00008779734,0.0001215294,0.0000205337,0.00001919426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001548892,0.00001318119,0.003531445,0.0002369745,0.0000202528,5.180671e-7,0.0007852209,0.04806804,0.9454153,0.0004448141,0.00001474512,0.001454003],"study_design_scores_gemma":[0.000500293,0.0001129212,0.01776374,0.000672846,0.00004546985,0.000006566091,0.001616974,0.1433311,0.8355863,0.0001402893,0.00003612423,0.0001873929],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8829865,0.00007479404,0.1162967,0.00006582493,0.00005713947,0.0002575389,0.000002525873,0.0001573116,0.0001016342],"genre_scores_gemma":[0.9815555,0.000002487021,0.01837002,0.000002780769,0.000007381334,0.00002234198,0.000001414727,0.000005553259,0.00003249254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.109829,"threshold_uncertainty_score":0.3525825,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414245564","doi":"10.1016/j.aquaeng.2025.102638","title":"Feasibility of a passive tidal floating upweller system for the nursery culture of bivalve spat","year":2025,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Ministry of Business, Innovation and Employment","keywords":"Flume; Inlet; Seawater; Upwelling; Flow (mathematics); Hydrology (agriculture); Tidal power; Aquaculture","retraction":null,"screen_n_in":null,"score":{"opus":0.01035166267288223,"gpt":0.2468220534864452,"spread":0.236470390813563,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000169004,0.0001936072,0.0002968864,0.00002002176,0.0001277797,0.0000128611,0.0002616339,0.00007199752,0.00002868559],"category_scores_gemma":[0.0001652714,0.00010744,0.0002425082,0.0003002771,0.0001021629,0.0001010104,0.0001857454,0.0001287814,0.000004954575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001038761,"about_ca_system_score_gemma":0.000007121484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002494035,"about_ca_topic_score_gemma":0.00003413153,"domain_scores_codex":[0.9989775,0.00001738398,0.0003445141,0.0002363853,0.0001966034,0.0002276287],"domain_scores_gemma":[0.9994134,0.0001544166,0.0001259839,0.0002230388,0.00005119815,0.00003199489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003220016,0.0003148004,0.08493198,0.004399906,0.001683181,0.000005873788,0.02178691,0.1232141,0.6874886,0.01967238,0.03245929,0.02372106],"study_design_scores_gemma":[0.005396607,0.0005217317,0.3379275,0.002461039,0.001421518,0.00003986757,0.0483603,0.1003944,0.444885,0.0004245367,0.05608764,0.002079942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556417,0.001454396,0.01511836,0.000987377,0.001270925,0.002823554,0.0001066578,0.000247629,0.02234937],"genre_scores_gemma":[0.9970452,0.00001730606,0.001686644,0.00001888309,0.00006124554,0.00003469412,0.000006863364,0.000008392909,0.001120753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2529955,"threshold_uncertainty_score":0.4381276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415606391","doi":"10.1016/j.aquaeng.2025.102654","title":"Analysis of effects of shellfish harvesting methods on digging shovel performance using the discrete element method","year":2025,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ministry of Agriculture","funders":"National Key Research and Development Program of China; Key Technology Research and Development Program of Shandong; Ministry of Agriculture and Rural Affairs of the People's Republic of China","keywords":"Digging; Shovel; Excavation; Shellfish","retraction":null,"screen_n_in":null,"score":{"opus":0.0105555728978688,"gpt":0.2928043195134944,"spread":0.2822487466156257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004793402,0.0002155434,0.0004271871,0.0002730249,0.00005796036,0.00002608812,0.0002321542,0.00006423919,0.000001827374],"category_scores_gemma":[0.0001280167,0.00015771,0.0002001309,0.001257613,0.00001218539,0.0001121699,0.0000678932,0.0002118027,1.655693e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009009524,"about_ca_system_score_gemma":0.000007998319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000478254,"about_ca_topic_score_gemma":0.00000397439,"domain_scores_codex":[0.998956,0.00003958663,0.0004044284,0.0001725136,0.000164141,0.0002632967],"domain_scores_gemma":[0.9991366,0.0004273963,0.00007591763,0.0002727208,0.0000521024,0.00003531027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002944642,0.000005630509,0.0003390481,0.0004251423,0.0007485707,4.499555e-7,0.000230396,0.8576304,0.1115112,0.001303888,0.000001182904,0.02780111],"study_design_scores_gemma":[0.0001344733,0.00001966383,0.003577918,0.0003049515,0.0005817703,5.95819e-7,0.00007406277,0.8948862,0.1002304,0.000006391387,0.00003940307,0.0001441981],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5371983,0.0001933221,0.4620822,0.000009228772,0.0002114269,0.0001187509,0.00000334795,0.00007250222,0.0001109073],"genre_scores_gemma":[0.9416424,0.00004526946,0.05821121,0.00001398206,0.00002106227,0.00001217445,0.000006214111,0.00002209193,0.00002557071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4044441,"threshold_uncertainty_score":0.6431227,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404634444","doi":"10.1016/j.aquaeng.2024.102493","title":"Single pass saltwater disinfection using low voltage electrolysis: Potential implications for aquaculture systems","year":2024,"lang":"en","type":"article","venue":"Aquacultural Engineering","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Aquaculture; Electrolysis; Environmental science; Environmental engineering; Waste management; Biology; Engineering; Chemistry; Fishery; Fish <Actinopterygii>","retraction":null,"screen_n_in":null,"score":{"opus":0.01717580649767446,"gpt":0.2417144205899437,"spread":0.2245386140922693,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001290346,0.000233577,0.0001755845,0.00006367615,0.0001525232,0.0003182878,0.0002103326,0.0001511524,0.00001048616],"category_scores_gemma":[0.00004021795,0.0001786302,0.000133282,0.0003512169,0.00003751598,0.0005317638,0.0001007682,0.0001827047,0.00005614743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005035544,"about_ca_system_score_gemma":0.000004646968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002407753,"about_ca_topic_score_gemma":0.000006830091,"domain_scores_codex":[0.9987457,0.00001213011,0.0002557072,0.0004043258,0.0001531564,0.0004289815],"domain_scores_gemma":[0.9996257,0.00003264931,0.00003888054,0.0002265781,0.00001568314,0.00006051829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002819621,0.00001791346,0.0002453458,0.00008387849,0.00005099992,0.000002313917,0.0001326132,0.09408429,0.9033692,0.0004811935,0.0004572855,0.001072129],"study_design_scores_gemma":[0.0004484628,0.0002049732,0.01100426,0.0004183654,0.0003791534,0.0002441341,0.0002516322,0.6100064,0.3361111,0.0008613546,0.03857611,0.001494069],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8535995,0.0003475705,0.1427717,0.0004859455,0.0008578367,0.0004590043,0.00003167415,0.001421737,0.00002507219],"genre_scores_gemma":[0.9957766,0.000007284776,0.003426898,0.000007413786,0.0002956302,0.00011656,0.00004665401,0.00003960737,0.0002833654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5672581,"threshold_uncertainty_score":0.7284326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}