{"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","author_layer_release":"2026-06-26"},"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","authors":[{"name":"Cheslav Balash","is_ca":false},{"name":"Bruce Colbourne","is_ca":true},{"name":"Neil Bose","is_ca":false},{"name":"W. Raman-Nair","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003908423,0.0004865834,0.0003045962,0.00100065,0.0004337088,0.0007707216,0.0003100818,0.0005850632,0.00481636],"category_scores_gemma":[0.001581618,0.0002938313,0.0003183666,0.0005996776,0.0004698139,0.0006367426,0.0007804601,0.0005266967,0.0007994983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005222323,"about_ca_system_score_gemma":0.0003469063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002849548,"about_ca_topic_score_gemma":0.004687154,"domain_scores_codex":[0.999815,0.00003808229,0.00001521398,0.00003035528,0.00006530331,0.00003593208],"domain_scores_gemma":[0.99885,0.000483427,0.0002210561,0.00005659536,0.0001297122,0.0002592705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01511666,0.001902055,0.74901,0.000363303,0.0004216877,0.002215937,0.0009542227,0.009558048,0.1270386,0.002122779,0.0009561285,0.09034069],"study_design_scores_gemma":[0.00007200739,0.002280147,0.9782888,0.0000252413,0.0001014972,0.0006303792,0.0003807783,0.005909622,0.01120247,0.0004136892,0.0006683559,0.00002713067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997344,0.0001456269,0.0002131983,0.00002179593,0.000009712156,0.000007718154,0.00008262989,0.000009579253,0.002165717],"genre_scores_gemma":[0.9954166,0.0001389532,0.0002564667,0.00001940128,0.00001574881,0.00001877989,0.0001395148,0.000006809752,0.003987662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00481636,"threshold_uncertainty_score":0.01611233,"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","authors":[{"name":"John Colt","is_ca":false},{"name":"Jonathan Lamoureux","is_ca":false},{"name":"R.N. Patterson","is_ca":true},{"name":"Gary L. Rogers","is_ca":false}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2090935,0.002465428,0.002726888,0.01489504,0.004061634,0.009621308,0.01198828,0.008514688,0.00580333],"category_scores_gemma":[0.3135979,0.001458456,0.003756029,0.01137831,0.002866111,0.004802677,0.005412632,0.007409099,0.00544122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00433706,"about_ca_system_score_gemma":0.02211133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008128606,"about_ca_topic_score_gemma":0.004664002,"domain_scores_codex":[0.7101716,0.09678395,0.106597,0.006933129,0.0732709,0.006243391],"domain_scores_gemma":[0.4464725,0.1529963,0.05148834,0.08845483,0.2565035,0.004084486],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001406192,0.001927307,0.03638765,0.01889013,0.0007589125,0.001456751,0.004826761,0.005386633,0.04739326,0.07149362,0.2691644,0.5409083],"study_design_scores_gemma":[0.0003913595,0.00164768,0.0448993,0.01561482,0.001276121,0.001572872,0.003615452,0.007189815,0.1220015,0.02787146,0.7735337,0.000385795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06093261,0.01719153,0.644427,0.02480812,0.01142121,0.02511407,0.06128658,0.01356309,0.1412558],"genre_scores_gemma":[0.179157,0.01383638,0.5884921,0.01108516,0.002253819,0.04145953,0.1336553,0.002539472,0.02752116],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7909065,"threshold_uncertainty_score":0.9753285,"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","authors":[{"name":"J. Veerapen","is_ca":true},{"name":"Brian Lowry","is_ca":true},{"name":"Michel F. Couturier","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005830931,0.000565798,0.000407431,0.0004209499,0.0007396037,0.0007831816,0.0009117103,0.0005771398,0.006537933],"category_scores_gemma":[0.0005744214,0.0003076043,0.0004264611,0.0002406,0.0003452659,0.0004328613,0.0006730202,0.0005389774,0.001843826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004814023,"about_ca_system_score_gemma":0.001283362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001951706,"about_ca_topic_score_gemma":0.002330762,"domain_scores_codex":[0.9995856,0.00006431799,0.0000163989,0.00007460178,0.0002337786,0.00002530628],"domain_scores_gemma":[0.999726,0.00004159932,0.00003509561,0.00002190342,0.0001637182,0.0000116672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001574663,0.0001988635,0.0009370127,0.001068483,0.00006460974,0.0002150748,0.0004557777,0.3428184,0.1893302,0.04802597,0.003202897,0.4135253],"study_design_scores_gemma":[0.00006066596,0.0004767997,0.0005569111,0.00005895045,0.00004695168,0.0001819214,0.0001081568,0.8884106,0.05697548,0.00830212,0.04478551,0.00003596054],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001910158,0.00003597233,0.9952497,0.00002806665,0.00001520471,0.00007896261,0.00001849501,0.0001920193,0.002471369],"genre_scores_gemma":[0.204477,0.0002429689,0.7792022,0.0001064978,0.00003483797,0.0007814093,0.0001327037,0.0001941587,0.01482825],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006537933,"threshold_uncertainty_score":0.02187163,"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","authors":[{"name":"Md Maruf Mortula","is_ca":true},{"name":"Graham A. Gagnon","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000236833,0.0003816265,0.0001723103,0.0003540704,0.0003363068,0.0006687861,0.0004216354,0.0004379199,0.00142776],"category_scores_gemma":[0.0002620888,0.0001573348,0.0002489006,0.000152553,0.0002707212,0.0003977438,0.0003364423,0.0005351579,0.0005260088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002238844,"about_ca_system_score_gemma":0.0004709431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193043,"about_ca_topic_score_gemma":0.003913794,"domain_scores_codex":[0.9997912,0.00004675302,0.0000165015,0.00003043931,0.00007922148,0.00003594445],"domain_scores_gemma":[0.9998842,0.00002472695,0.00002573583,0.000009410592,0.00003556723,0.00002027985],"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":[0.0003811294,0.0001407625,0.0005505762,0.000159494,0.00001051315,0.00009520799,0.00003998348,0.0004104966,0.9840793,0.0003379219,0.0001820506,0.0136125],"study_design_scores_gemma":[0.000006686582,0.0003425106,0.0002553719,0.000003782357,0.00001341562,0.00004289658,0.00002042174,0.0006791826,0.9976467,0.00002057761,0.000964393,0.000004005609],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838537,0.001381798,0.01033855,0.0001808635,0.0001191592,0.00006089092,0.0000612869,0.0001574479,0.003846335],"genre_scores_gemma":[0.9779702,0.0007497023,0.008154909,0.00006275205,0.00003101194,0.00001310134,0.00007167862,0.00002996251,0.01291673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00193043,"threshold_uncertainty_score":0.004776359,"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","authors":[{"name":"Michel F. Couturier","is_ca":true},{"name":"Thérèse Trofimencoff","is_ca":true},{"name":"José Utge","is_ca":true},{"name":"Jessica L. Conroy","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000589431,0.0003223246,0.0004735669,0.0003548382,0.002014958,0.0007102892,0.0006311015,0.0005066673,0.001422337],"category_scores_gemma":[0.0005293515,0.0001999389,0.0004626358,0.0003227847,0.0004464196,0.000454643,0.0004279659,0.0006106042,0.000321265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002273284,"about_ca_system_score_gemma":0.003806416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04880526,"about_ca_topic_score_gemma":0.1480182,"domain_scores_codex":[0.9995723,0.00006650842,0.00002100939,0.0001084361,0.0001232967,0.0001084033],"domain_scores_gemma":[0.999506,0.0000823315,0.00006830457,0.00002296748,0.0001432435,0.0001771478],"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":[0.01389368,0.008770999,0.1084236,0.0002274118,0.0001570055,0.001840706,0.003481114,0.004549135,0.8199368,0.0002516274,0.0008328674,0.03763511],"study_design_scores_gemma":[0.0006199029,0.05596047,0.5607414,0.00003056855,0.0003371637,0.0003139265,0.007315608,0.01797887,0.3525059,0.000310858,0.003785098,0.0001003009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997686,0.000002308274,0.00003881556,0.000006689425,0.000001062425,0.000006214879,0.00001308056,0.000003442492,0.0001598352],"genre_scores_gemma":[0.9961439,0.00002020271,0.0006593184,0.00003547344,0.000003368176,0.00002174213,0.00009675677,0.000006071557,0.003013166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04880526,"threshold_uncertainty_score":0.09704238,"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>","authors":[{"name":"Robert O. Braaten","is_ca":false},{"name":"Mark Flaherty","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001109815,0.000177363,0.0001966876,0.0006945272,0.0005006538,0.0005847834,0.0001642522,0.0001942309,0.0007895067],"category_scores_gemma":[0.0001860935,0.0001395727,0.0001848725,0.001094797,0.0004208355,0.0003180699,0.0004186967,0.0001666385,0.0001458079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008265344,"about_ca_system_score_gemma":0.0006851886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05103356,"about_ca_topic_score_gemma":0.06978335,"domain_scores_codex":[0.999928,0.00001122703,0.000009299793,0.00001797209,0.00001098645,0.00002253343],"domain_scores_gemma":[0.9998009,0.00002226691,0.00005579682,0.00000566572,0.00003075352,0.00008464605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003025937,0.00007907372,0.9829332,0.00007543973,0.00007949132,0.0008767067,0.001668414,0.001656467,0.00705562,0.0001022651,0.000376116,0.00479464],"study_design_scores_gemma":[0.000007902296,0.00003345061,0.9969687,0.000003303558,0.00001299472,0.0001287729,0.001504933,0.0007612918,0.0002179886,0.00002339482,0.0003302276,0.000007012331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988385,0.0000312366,0.00004831508,0.00001409944,0.000001377426,0.000004735205,0.000375534,0.000008315159,0.0006779054],"genre_scores_gemma":[0.9992509,0.00005423504,0.00004796305,0.000006102931,0.000002501943,0.000005585009,0.0002869802,0.000001423263,0.0003442009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05103356,"threshold_uncertainty_score":0.101473,"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)","authors":[{"name":"R.N. Patterson","is_ca":true},{"name":"K.C. Watts","is_ca":true},{"name":"Tom Gill","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003810717,0.0002684104,0.0003777648,0.0004143839,0.000309667,0.000598987,0.0004070206,0.0004814223,0.0002070377],"category_scores_gemma":[0.0005542929,0.0002970913,0.0001324556,0.0002449261,0.0003363076,0.0004883652,0.0002211526,0.0006565825,0.0002557571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003906456,"about_ca_system_score_gemma":0.0003059609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129961,"about_ca_topic_score_gemma":0.003230089,"domain_scores_codex":[0.999777,0.00004255507,0.00001712743,0.00004736915,0.00008738173,0.00002859905],"domain_scores_gemma":[0.9997091,0.0001229793,0.00003726985,0.00001963977,0.00007707019,0.00003383479],"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":[0.0001787986,0.00005120525,0.002587515,0.00003953493,0.00001011739,0.00002582602,0.00007573414,0.0002669115,0.9922642,0.0000708103,0.00005732091,0.004372001],"study_design_scores_gemma":[0.00002208386,0.000454488,0.01757538,0.000008727754,0.0000455418,0.0001794382,0.00008785824,0.00838843,0.9721563,0.0001254766,0.0009393207,0.00001685376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817722,0.001944828,0.01516376,0.0001184608,0.00004231579,0.00005908475,0.0001660173,0.00007708729,0.0006562106],"genre_scores_gemma":[0.9778702,0.001443863,0.0188461,0.00005435415,0.0000287474,0.00005338312,0.0003398767,0.00002501048,0.001338366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003129961,"threshold_uncertainty_score":0.0062235,"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","authors":[{"name":"Leila Behroozi","is_ca":true},{"name":"Michel F. Couturier","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001984007,0.000449565,0.0004207669,0.000276532,0.0005777419,0.0006208846,0.0004195327,0.0009608654,0.001067331],"category_scores_gemma":[0.0006958267,0.0004190484,0.0004112837,0.0003434648,0.000540296,0.0004656246,0.0004180805,0.000439586,0.0002093399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007438539,"about_ca_system_score_gemma":0.001444673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03186275,"about_ca_topic_score_gemma":0.01218525,"domain_scores_codex":[0.9999294,0.00001316429,0.000004878271,0.00001781164,0.00001916975,0.00001550712],"domain_scores_gemma":[0.9997197,0.0001384293,0.00004046148,0.00001294545,0.00006341521,0.00002499525],"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":[0.00003165866,0.00001612608,0.000885452,0.0000130574,0.00000300202,0.00004036538,0.00002057571,0.9942123,0.002261645,0.0004291263,0.0001012421,0.00198539],"study_design_scores_gemma":[0.000003088404,0.000007883944,0.0001702939,0.00000127389,8.691882e-7,0.00000228063,0.000005313462,0.9992999,0.0004094296,0.00005009006,0.00004741915,0.000002201408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8194954,0.0002356486,0.1658331,0.0002315516,0.00008708669,0.0000901407,0.0003435757,0.0003748162,0.01330857],"genre_scores_gemma":[0.9873584,0.0001130868,0.009667193,0.00001547007,0.000007338077,0.00003699163,0.00009819427,0.0000267869,0.002676563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03186275,"threshold_uncertainty_score":0.06335455,"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","authors":[{"name":"Mardell Buryniuk","is_ca":true},{"name":"Royann J. Petrell","is_ca":true},{"name":"Susan A. Baldwin","is_ca":true},{"name":"K.V. Lo","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000846962,0.0002130551,0.0001478427,0.0004321357,0.0003312458,0.0004038017,0.0001896328,0.0003453528,0.0009747703],"category_scores_gemma":[0.000158169,0.0001656602,0.0002139192,0.0002237536,0.0003625042,0.0001820943,0.0002725543,0.0002516583,0.0002304641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002842839,"about_ca_system_score_gemma":0.0003375648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005536669,"about_ca_topic_score_gemma":0.009237341,"domain_scores_codex":[0.999892,0.000007803531,0.00000626402,0.00003502033,0.00002633167,0.00003256682],"domain_scores_gemma":[0.999836,0.00003262297,0.00004440249,0.00001322157,0.00003728233,0.00003642063],"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":[0.001796218,0.00009755709,0.03098061,0.00004819295,0.0000247963,0.0003618224,0.0001914251,0.0002333338,0.9626508,0.00009307471,0.00007261826,0.003449691],"study_design_scores_gemma":[0.00002362346,0.001678439,0.3600612,0.0000100624,0.00006104705,0.0003642683,0.000795543,0.002518407,0.633406,0.00008541341,0.0009748563,0.00002109373],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993067,0.00003269029,0.0001324191,0.000004095023,0.00000310525,0.000002893556,0.0000965084,0.00000411531,0.0004173933],"genre_scores_gemma":[0.9969592,0.00005713152,0.0004365399,0.00001104714,0.000002300739,0.000006595957,0.0002032594,0.000005159241,0.002318841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005536669,"threshold_uncertainty_score":0.01100892,"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","authors":[{"name":"Kevin A.H. Buchan","is_ca":true},{"name":"D. J. Martin‐Robichaud","is_ca":true},{"name":"Tillmann J. Benfey","is_ca":true},{"name":"Anne-Margaret MacKinnon","is_ca":true},{"name":"Linda Boston","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002022204,0.0003014257,0.0001413279,0.00008982329,0.0001583708,0.0002926365,0.0001369915,0.0002055885,0.0006935909],"category_scores_gemma":[0.0003163338,0.0001103804,0.0001518024,0.00005390632,0.0001678554,0.0001736401,0.0001659778,0.0002236312,0.00008309595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003177298,"about_ca_system_score_gemma":0.0003276699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003537931,"about_ca_topic_score_gemma":0.007636817,"domain_scores_codex":[0.9998789,0.00002726892,0.0000124091,0.00002294087,0.0000291464,0.00002924312],"domain_scores_gemma":[0.9998299,0.00003793131,0.0000391012,0.000009433739,0.00004573862,0.00003786632],"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":[0.001640501,0.00006812782,0.004295907,0.00007928525,0.00001626655,0.00002377442,0.00006223652,0.0001153544,0.9893114,0.00002925542,0.00003849244,0.00431942],"study_design_scores_gemma":[0.00004876004,0.004762577,0.03301729,0.00001722428,0.0000659673,0.00008428668,0.0002041848,0.000532101,0.9603671,0.00001982105,0.0008699798,0.00001072121],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994978,0.0002023212,0.00007009638,0.000009765095,0.000007143261,0.000003491318,0.00002340146,0.000001819287,0.0001840301],"genre_scores_gemma":[0.9987891,0.0001834052,0.0002797961,0.00001692808,0.000002704634,0.000003710756,0.00007673875,0.000001510072,0.000646107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003537931,"threshold_uncertainty_score":0.007034659,"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","authors":[{"name":"Philippe Lefrançois","is_ca":true},{"name":"Jaume Puigagut","is_ca":true},{"name":"Florent Chazarenc","is_ca":false},{"name":"Yves Comeau","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001784429,0.0002718984,0.0003695916,0.0003113155,0.0003944989,0.0005696494,0.0005957312,0.0003365379,0.0005727133],"category_scores_gemma":[0.0001684215,0.0001499495,0.0002031172,0.0002752227,0.0001628791,0.0004070741,0.0004346266,0.0001692165,0.0001350239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745429,"about_ca_system_score_gemma":0.0007502447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001448772,"about_ca_topic_score_gemma":0.003347411,"domain_scores_codex":[0.9998903,0.00001058334,0.00001721139,0.00003097852,0.00003225548,0.000018613],"domain_scores_gemma":[0.9998758,0.00001360524,0.00003669042,0.00001042915,0.00004071466,0.00002268545],"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":[0.0005712595,0.0003440624,0.004267099,0.0001259767,0.00003834678,0.00006715324,0.00004580672,0.005038069,0.9432108,0.0001650331,0.0002178869,0.04590841],"study_design_scores_gemma":[0.0004673346,0.004589562,0.01735017,0.00002166114,0.0003235077,0.0003877867,0.0001310252,0.113562,0.8595597,0.0001894451,0.003341641,0.00007623478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739923,0.0001658138,0.02495684,0.0000573702,0.00002406219,0.00002720996,0.00003845369,0.0002335044,0.0005043527],"genre_scores_gemma":[0.9804034,0.0001225074,0.0180761,0.00003543418,0.00002288765,0.0000275868,0.00005037422,0.00001077438,0.00125091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001448772,"threshold_uncertainty_score":0.002880633,"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","authors":[{"name":"Luc A. Comeau","is_ca":true},{"name":"Rémi Sonier","is_ca":true},{"name":"Len Lanteigne","is_ca":false},{"name":"Thomas Landry","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002211708,0.0004704224,0.0004187106,0.0002375334,0.0004934486,0.0005904236,0.0004483667,0.0006556935,0.0005085287],"category_scores_gemma":[0.0001853832,0.0002161216,0.0002698903,0.000302754,0.0004956226,0.0004713132,0.0008692928,0.0009091595,0.0001659603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00052326,"about_ca_system_score_gemma":0.0004899073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003635099,"about_ca_topic_score_gemma":0.006373183,"domain_scores_codex":[0.9997516,0.00003022824,0.00001980727,0.0001069957,0.00005652189,0.00003485835],"domain_scores_gemma":[0.9998699,0.00003447866,0.00002156694,0.00002627255,0.0000272687,0.00002045967],"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":[0.0000417461,0.00001267457,0.0005799181,0.00001482018,0.000002420406,0.00001150182,0.00002498631,0.00002104427,0.9987026,0.00002168756,0.0000065285,0.0005599695],"study_design_scores_gemma":[0.00003502186,0.0004892567,0.02076572,0.000006416616,0.00002801412,0.0002083315,0.0001893302,0.001658098,0.9753146,0.00007374644,0.001215016,0.00001643548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830162,0.0002882243,0.01498197,0.00007168466,0.00003572192,0.0000576552,0.0003247728,0.00004707754,0.001176692],"genre_scores_gemma":[0.9639511,0.000441387,0.030912,0.0001237258,0.0000224222,0.0001770838,0.0006015014,0.00004693891,0.003723899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003635099,"threshold_uncertainty_score":0.007227898,"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","authors":[{"name":"Yuri Park","is_ca":true},{"name":"Abdullah Alayafi","is_ca":true},{"name":"Jessica L. Bennett","is_ca":true},{"name":"David S. Malloy","is_ca":true},{"name":"Paul M. Smith","is_ca":false},{"name":"Neil W. Ross","is_ca":true},{"name":"Graham A. Gagnon","is_ca":true},{"name":"Adam Donaldson","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001517732,0.0003689607,0.0002937831,0.0002259689,0.0003925391,0.0006769829,0.0004549013,0.0005691479,0.001005716],"category_scores_gemma":[0.0002277091,0.0002845356,0.0004536242,0.0002057432,0.0002327758,0.000351959,0.0002594057,0.0003203029,0.0001337833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119861,"about_ca_system_score_gemma":0.001126418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0638912,"about_ca_topic_score_gemma":0.05513853,"domain_scores_codex":[0.9999548,0.000008282451,0.000001849867,0.00001485118,0.000008436863,0.00001163385],"domain_scores_gemma":[0.9998569,0.00006601545,0.00002658676,0.000004837073,0.00003066931,0.00001496076],"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":[0.0002391237,0.0001333109,0.01332071,0.00005395475,0.00005004162,0.0001910508,0.00004976231,0.9571506,0.02484003,0.0004046435,0.0001316368,0.00343518],"study_design_scores_gemma":[0.00001987783,0.0001585304,0.003402728,0.000002440338,0.00003779519,0.00002149379,0.00005974188,0.9910369,0.005011135,0.00009101482,0.0001484894,0.000009900641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967709,0.00003843894,0.001868875,0.00002496911,0.00000276427,0.00001154548,0.0001323091,0.00002067786,0.001129418],"genre_scores_gemma":[0.9965443,0.00005680412,0.001570379,0.00001277256,7.415984e-7,0.00001579112,0.0001059885,0.000009644565,0.001683612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0638912,"threshold_uncertainty_score":0.1270387,"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","authors":[{"name":"Paul Casey","is_ca":true},{"name":"Ian A.E. Butts","is_ca":false},{"name":"Vahid Zadmajid","is_ca":false},{"name":"Sune Riis Sørensen","is_ca":false},{"name":"Matthew K. Litvak","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001023012,0.0002236325,0.0001833648,0.0001410624,0.0001899292,0.0001991043,0.0001825557,0.0002215549,0.001687064],"category_scores_gemma":[0.0001460803,0.00008619351,0.0001892327,0.00006426105,0.0001783046,0.0001870527,0.0002148543,0.000368831,0.0002098587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003668944,"about_ca_system_score_gemma":0.000359814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004186218,"about_ca_topic_score_gemma":0.009871895,"domain_scores_codex":[0.9999316,0.000007369724,0.000005718299,0.0000261633,0.00001429595,0.00001490207],"domain_scores_gemma":[0.9998499,0.00001589365,0.00004017593,0.00001431464,0.00002105973,0.00005862642],"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":[0.0009779301,0.0001534438,0.003264985,0.00004249213,0.00001734407,0.00007541524,0.00004327236,0.00005066463,0.9912468,0.00001201581,0.00008674539,0.004028853],"study_design_scores_gemma":[0.0002565226,0.01374358,0.385582,0.0000509103,0.0002619652,0.0005687157,0.0005468203,0.001164209,0.5936905,0.00009143036,0.003996613,0.00004674961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991967,0.0002275131,0.0001617426,0.00003324881,0.00001428209,0.000004458618,0.00007215292,0.00001553773,0.0002742877],"genre_scores_gemma":[0.9961367,0.0002525871,0.0005003972,0.00005528995,0.000006895704,0.00001552362,0.0002589485,0.00001252687,0.002761068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004186218,"threshold_uncertainty_score":0.008323669,"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","authors":[{"name":"Mohammad Shallouf","is_ca":true},{"name":"Wael H. Ahmed","is_ca":true},{"name":"Sherif Abdou","is_ca":false}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004787199,0.0004099487,0.0002945676,0.0005899624,0.0004100859,0.0009074736,0.0003296281,0.0003898257,0.001282988],"category_scores_gemma":[0.000446175,0.0001724937,0.0003599242,0.0002359742,0.0002381704,0.000845243,0.0003414938,0.0004532935,0.0002134361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005213383,"about_ca_system_score_gemma":0.000661572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00113294,"about_ca_topic_score_gemma":0.001728006,"domain_scores_codex":[0.9998308,0.00002061212,0.00001081528,0.00003501191,0.00008608087,0.00001660819],"domain_scores_gemma":[0.9997261,0.00008527508,0.00005490656,0.00001709827,0.0001007088,0.00001590744],"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":[0.0001889614,0.000432008,0.006684047,0.0001941448,0.00003222071,0.00007908433,0.0001017035,0.03364901,0.8794054,0.002011721,0.0004592812,0.07676246],"study_design_scores_gemma":[0.00001787086,0.0002851544,0.004413808,0.00001814637,0.00003703352,0.00004918634,0.00007918324,0.4330662,0.5588554,0.0005658558,0.002578197,0.00003400978],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6437127,0.0003699847,0.3516368,0.0001678089,0.0000889589,0.000140431,0.0002959993,0.001356993,0.002230454],"genre_scores_gemma":[0.8750356,0.0003072333,0.1220617,0.00002693856,0.00001536282,0.0001113568,0.000155911,0.00007469102,0.002211194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001282988,"threshold_uncertainty_score":0.004292011,"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","authors":[{"name":"Usama Iqbal","is_ca":false},{"name":"Daoliang Li","is_ca":false},{"name":"Muhammad Farrukh Qureshi","is_ca":false},{"name":"Zohaib Mushtaq","is_ca":false},{"name":"Hafiz Abbad Ur Rehman","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004270697,0.001103478,0.0006934198,0.0004878934,0.0002363437,0.0005586343,0.001836423,0.0009329786,0.004041138],"category_scores_gemma":[0.000697437,0.0004002673,0.0007674565,0.0004415721,0.0002294028,0.0009485915,0.001013075,0.001456531,0.001846383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007282961,"about_ca_system_score_gemma":0.0009259163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01325591,"about_ca_topic_score_gemma":0.02073427,"domain_scores_codex":[0.9998618,0.00001930465,0.000006632861,0.00005044516,0.00002925908,0.00003252586],"domain_scores_gemma":[0.9998324,0.00004483961,0.00001024249,0.00002455743,0.00006924341,0.00001863515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004845524,0.0004497857,0.003107905,0.0001541321,0.0002571044,0.0001176007,0.00004624647,0.2645063,0.01750916,0.003188508,0.02048742,0.6896912],"study_design_scores_gemma":[0.000009615233,0.00003566606,0.0002120122,0.000006456568,0.00001702134,0.00001890486,0.000004674422,0.9949396,0.002912979,0.0008699825,0.00096594,0.00000718219],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05728494,0.001316539,0.9224963,0.000491255,0.0004203204,0.0001159237,0.001649034,0.01110589,0.005119798],"genre_scores_gemma":[0.7267486,0.0008061945,0.2431864,0.0009843002,0.0001483786,0.0002374405,0.004681853,0.0005619775,0.02264484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01325591,"threshold_uncertainty_score":0.02635747,"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","authors":[{"name":"Luke A. Poirier","is_ca":true},{"name":"Jeff C. Clements","is_ca":true},{"name":"Rémi Sonier","is_ca":true},{"name":"Léon Lanteigne","is_ca":false},{"name":"André Nadeau","is_ca":true},{"name":"Luc A. Comeau","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004867022,0.0005428722,0.0003195148,0.0001415682,0.0003800213,0.0006057887,0.0007387316,0.0005911114,0.0009590527],"category_scores_gemma":[0.0009671292,0.0002413724,0.000311605,0.0001327267,0.0004886052,0.0006702997,0.0005084579,0.0006306914,0.0001563036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009442281,"about_ca_system_score_gemma":0.0007795001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009277888,"about_ca_topic_score_gemma":0.01906094,"domain_scores_codex":[0.9995377,0.00006586144,0.00005119872,0.0001769035,0.00008040951,0.00008793162],"domain_scores_gemma":[0.9992102,0.0002007935,0.0001717881,0.00005863061,0.0001537571,0.0002047243],"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":[0.006947445,0.006674227,0.00961553,0.0002741828,0.00005741788,0.00007664349,0.0003783766,0.0005208346,0.9642475,0.00004869782,0.00005307901,0.01110607],"study_design_scores_gemma":[0.0004994385,0.1146691,0.1141237,0.00005046692,0.0002680277,0.0001021874,0.000977874,0.002349172,0.7661648,0.00004864199,0.0006998862,0.00004676419],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997798,0.00002670755,0.0000653527,0.000006555936,0.000005148557,0.00001926485,0.0000229143,0.000001500041,0.00007281886],"genre_scores_gemma":[0.9976466,0.0001046131,0.001029935,0.00003106213,0.000003801033,0.00006123842,0.00008801697,0.00000265384,0.001032075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009277888,"threshold_uncertainty_score":0.01844776,"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","authors":[{"name":"Luc A. Comeau","is_ca":true},{"name":"Philippe St-Onge","is_ca":true},{"name":"Fabrice Pernet","is_ca":false},{"name":"Léon Lanteigne","is_ca":false}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000351574,0.0002476233,0.0002907623,0.0007539134,0.003460287,0.0008778827,0.0009839925,0.0004188991,0.00155784],"category_scores_gemma":[0.001137368,0.0002673816,0.0001975804,0.0009768016,0.0008503412,0.0003227887,0.000645318,0.0005653199,0.0002400683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01216124,"about_ca_system_score_gemma":0.01265235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9924504,"about_ca_topic_score_gemma":0.9992504,"domain_scores_codex":[0.9996529,0.00004597365,0.00001683937,0.00004925437,0.00007947959,0.0001556631],"domain_scores_gemma":[0.9984824,0.0001143668,0.0002246917,0.00003307916,0.000707383,0.000438047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001564763,0.00008011279,0.9798483,0.0000548174,0.000056235,0.0004215715,0.00387292,0.0002257179,0.001773367,0.000132647,0.002843629,0.01053406],"study_design_scores_gemma":[0.000006844917,0.00001843238,0.9919813,0.00002796949,0.00001100352,0.00006268344,0.006522493,0.0001026625,0.0001150322,0.00001541214,0.001128062,0.000008158097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964934,0.0002262246,0.00005569355,0.0002459345,0.00001524242,0.00002337301,0.0002985077,0.000004758026,0.002636858],"genre_scores_gemma":[0.9945928,0.0003366185,0.0002559198,0.0002042282,0.000004689423,0.00001488564,0.0002840646,0.000005369681,0.004301447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01216124,"threshold_uncertainty_score":0.08823639,"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","authors":[{"name":"Boris Miguel López-Rebollar","is_ca":false},{"name":"Ricardo Arévalo-Mejía","is_ca":false},{"name":"Carlos Díaz-Delgado","is_ca":false},{"name":"Shahid Latif","is_ca":true},{"name":"Taha B. M. J. Ouarda","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001734455,0.0006755843,0.0006489723,0.001943635,0.0004150336,0.0009967169,0.000796744,0.000641935,0.0008205292],"category_scores_gemma":[0.006836888,0.0004009865,0.001017698,0.001076978,0.000529343,0.001136156,0.0009623404,0.0008291206,0.0002072577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003877788,"about_ca_system_score_gemma":0.0007355364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005021198,"about_ca_topic_score_gemma":0.002717825,"domain_scores_codex":[0.9995348,0.000205699,0.00002576777,0.00008687669,0.00009882195,0.00004810092],"domain_scores_gemma":[0.9979026,0.001292589,0.0002259764,0.0001705251,0.0003361616,0.00007210718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00009505988,0.0001696556,0.02656482,0.00008752117,0.0002123822,0.0003228796,0.000364934,0.8367832,0.0105823,0.03891936,0.0006581281,0.08523972],"study_design_scores_gemma":[7.909403e-7,0.00001307139,0.001980737,0.000003021085,0.000008224208,0.00002710431,0.00002575977,0.9959397,0.0003946419,0.001491604,0.0001080018,0.000007250248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1208702,0.0001699276,0.8776228,0.00004401447,0.00001644641,0.00002470905,0.00005797125,0.0001019012,0.001092016],"genre_scores_gemma":[0.9380162,0.0002281048,0.05970597,0.0000174007,0.00004204383,0.00004090033,0.0001414336,0.0001115927,0.00169627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005021198,"threshold_uncertainty_score":0.009983897,"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","authors":[{"name":"Shayesteh Dolatabadi","is_ca":true},{"name":"Luis Ricardez‐Sandoval","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006997995,0.0008732325,0.0006734087,0.0002334521,0.0004452235,0.001128774,0.0007945551,0.0008048422,0.001669488],"category_scores_gemma":[0.0005172227,0.000427149,0.0006423101,0.0001903042,0.000345004,0.0004829931,0.0005195512,0.0007192516,0.0002557422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00058988,"about_ca_system_score_gemma":0.001565498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006428072,"about_ca_topic_score_gemma":0.004920376,"domain_scores_codex":[0.9996362,0.00007966084,0.00001552885,0.0001050258,0.0001071962,0.00005634897],"domain_scores_gemma":[0.9997419,0.00009915009,0.00005330892,0.00001606005,0.00007277542,0.00001683098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000877979,0.00009381929,0.0003680663,0.0001326469,0.00001943974,0.0001250701,0.00004300258,0.9609932,0.01878824,0.001106687,0.0001519817,0.01809005],"study_design_scores_gemma":[0.00001559418,0.0002418057,0.0002826806,0.000004663621,0.00001851372,0.00001319419,0.00001248004,0.9942509,0.004368156,0.0002563623,0.000529304,0.000006435262],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1237017,0.0002979764,0.8665133,0.0001814363,0.00004750202,0.0002713917,0.00007762782,0.0003498566,0.008559195],"genre_scores_gemma":[0.9440101,0.0001803353,0.05299317,0.00003007165,0.00001508045,0.0002255598,0.00005712903,0.00002679326,0.002461684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006428072,"threshold_uncertainty_score":0.01278132,"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","authors":[{"name":"Mohamed Salman","is_ca":false},{"name":"Vladislav Sorokin","is_ca":false},{"name":"Andrew Jeffs","is_ca":false},{"name":"Sophia McDonald","is_ca":true},{"name":"Michael D. MacDonald","is_ca":false},{"name":"Colin Whittaker","is_ca":false},{"name":"Bradley M. Skelton","is_ca":false}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003380753,0.0002720573,0.0002480345,0.0001360477,0.0002763986,0.0003920554,0.0004840693,0.0003994221,0.0007865221],"category_scores_gemma":[0.0003243777,0.0001310583,0.000392809,0.00008242325,0.0002106096,0.0003610266,0.0003694978,0.0003111416,0.0003032529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003581873,"about_ca_system_score_gemma":0.0005386441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002478133,"about_ca_topic_score_gemma":0.003813854,"domain_scores_codex":[0.9998059,0.00002609119,0.00002145317,0.00004754009,0.00006982312,0.00002922841],"domain_scores_gemma":[0.9998204,0.00002565303,0.00003505909,0.00002996587,0.0000582393,0.00003067994],"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":[0.000158851,0.0001369496,0.004551596,0.0001270338,0.0000090117,0.0002429061,0.0001000877,0.007339317,0.971273,0.0002749412,0.0001758978,0.01561041],"study_design_scores_gemma":[0.00009733108,0.004827119,0.0311003,0.00005031501,0.00009249336,0.0004282972,0.0004607603,0.08730619,0.8667332,0.0001832597,0.008604273,0.0001164394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794005,0.0001593565,0.01900672,0.00008054121,0.00003673213,0.0001012085,0.000159819,0.0001103987,0.0009447908],"genre_scores_gemma":[0.987847,0.000136318,0.01097211,0.00002587122,0.000003632067,0.00007972166,0.0001154178,0.000006661829,0.0008132062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002478133,"threshold_uncertainty_score":0.004927397,"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","authors":[{"name":"Shancan Fu","is_ca":true},{"name":"S Zhang","is_ca":true},{"name":"Lei Yang","is_ca":true},{"name":"Haiyun Wu","is_ca":true},{"name":"Tao Zhang","is_ca":false},{"name":"Yongcheng Jiang","is_ca":true}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002878944,0.0002972494,0.0003371323,0.000290924,0.0001544027,0.0002578589,0.0002905509,0.0003094931,0.0009186136],"category_scores_gemma":[0.0007428738,0.0001630758,0.0003397963,0.0002266121,0.0001757275,0.000201728,0.0002057426,0.0001825232,0.0001373604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472319,"about_ca_system_score_gemma":0.0001854277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001970262,"about_ca_topic_score_gemma":0.002291982,"domain_scores_codex":[0.9998719,0.00002380146,0.000007940748,0.00001898589,0.00005451206,0.0000228748],"domain_scores_gemma":[0.9992459,0.0005203398,0.00005155133,0.00004263622,0.0001128397,0.000026781],"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":[0.001433179,0.0006679902,0.02164464,0.0002939584,0.0001169306,0.0001507036,0.0001759105,0.652404,0.2419978,0.0002788903,0.0001844558,0.08065154],"study_design_scores_gemma":[0.00002083387,0.001256173,0.03471568,0.00001384737,0.00007578872,0.00003908818,0.0001890588,0.9117115,0.0516274,0.00009928484,0.0002293502,0.00002206895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824774,0.00004769253,0.01671326,0.00001151037,0.000007586707,0.00000753978,0.00003637708,0.00003946142,0.0006591553],"genre_scores_gemma":[0.9964491,0.00002959867,0.002960046,0.000002994327,0.000001079662,0.000006693718,0.00003294239,0.000006790614,0.0005108225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001970262,"threshold_uncertainty_score":0.003917634,"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>","authors":[{"name":"Jeffrey William Yuen","is_ca":false},{"name":"Hei Yuet Sabrina Lam","is_ca":false},{"name":"Avalon Berry","is_ca":true},{"name":"Dawson William Chalmers","is_ca":true},{"name":"Ji Yang","is_ca":false},{"name":"Ju Zhang","is_ca":false},{"name":"Jason Chun‐Ho Lam","is_ca":false},{"name":"Celia Schunter","is_ca":false},{"name":"Sophie St‐Hilaire","is_ca":false}],"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00173518,0.0004108779,0.0004143343,0.0003248171,0.0001922383,0.000952146,0.0006218096,0.0006618166,0.001482368],"category_scores_gemma":[0.003113782,0.0001486497,0.000375648,0.0004114512,0.0005916698,0.0007941758,0.0004139229,0.0003756752,0.0002078886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008130264,"about_ca_system_score_gemma":0.0007333258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002771035,"about_ca_topic_score_gemma":0.00607152,"domain_scores_codex":[0.9993573,0.0003026795,0.000037102,0.0001057347,0.0001463064,0.00005098481],"domain_scores_gemma":[0.996834,0.001666598,0.0007636509,0.0001250689,0.0004815629,0.0001292151],"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":[0.001009053,0.0006856602,0.2007339,0.002673528,0.0003465862,0.001079226,0.000849468,0.04014783,0.4255302,0.003413171,0.001524146,0.3220073],"study_design_scores_gemma":[0.0001295202,0.01647047,0.4197921,0.0008313067,0.0008271178,0.002538002,0.006080111,0.1518652,0.3574886,0.01842133,0.02522667,0.0003296159],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488871,0.01246142,0.0310129,0.004532848,0.00007791624,0.00006196286,0.00017745,0.0001600132,0.002628341],"genre_scores_gemma":[0.9897,0.003342066,0.005794561,0.0001970481,0.00001798143,0.00002322992,0.00004735214,0.000008979076,0.0008688399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002771035,"threshold_uncertainty_score":0.009176612,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}