{"meta":{"query_hash":"dd0affdc470a","filters":{"topic":"Innovations in Aquaponics and Hydroponics Systems"},"cohort_total":133,"direct_labels_cover":0,"predictions_cover":133,"exported":133,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/dd0affdc470a","api":"https://metacan.xera.ac/api/v1/cohort?topic=Innovations+in+Aquaponics+and+Hydroponics+Systems"},"results":[{"id":"W1847324618","doi":"10.5539/jas.v7n11p254","title":"Investigation of Bacteria and Fish Pathogenic Bacteria Found in Freshwater Aquaponic System","year":2015,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Research Council of Thailand","keywords":"Catfish; Aquaponics; Biology; Bacteria; Temperature gradient gel electrophoresis; Stocking; Fish farming; Aquaculture; Fish ; Veterinary medicine; Animal science; Food science; 16S ribosomal RNA; Microbiology; Fishery","score_opus":0.030738797051905055,"score_gpt":0.2237266118300182,"score_spread":0.19298781477811316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1847324618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99849397,0.00010371184,0.00000113581,0.00054496905,0.00052663306,0.00012291095,0.000014503768,0.0000073756164,0.00018479444],"genre_scores_gemma":[0.9992767,0.000012527221,0.00044974763,0.000032548985,0.00018710311,0.0000020042337,0.0000066227067,6.643959e-7,0.000032109107],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9982406,0.00009614237,0.00071391306,0.00018336333,0.0005165516,0.00024943205],"domain_scores_gemma":[0.9982871,0.000058372927,0.00061163784,0.000052794177,0.0008231467,0.0001669621],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019614832,0.00012333033,0.0002737478,0.00006858096,0.00011490967,0.00016050019,0.00040460125,0.00007397126,0.000013535627],"category_scores_gemma":[0.000117539086,0.00004170621,0.000050734314,0.0013727023,0.00021499113,0.000728545,0.00008875583,0.00014220117,0.0000029544278],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016009297,0.000014095646,0.0077611622,0.000016088798,0.000004934184,0.0000040871205,0.00038650678,0.00001830223,0.9897894,0.0014119034,0.00019418333,0.0003832776],"study_design_scores_gemma":[0.00038930422,0.0005078607,0.9812458,0.0002852102,0.000013091189,0.0004112867,0.0025810716,0.00020004963,0.012848102,0.00034228136,0.000972905,0.00020300443],"about_ca_topic_score_codex":0.00014701043,"about_ca_topic_score_gemma":0.00069669663,"teacher_disagreement_score":0.97694135,"about_ca_system_score_codex":0.00019377255,"about_ca_system_score_gemma":0.00009277185,"threshold_uncertainty_score":0.170073},"labels":[],"label_agreement":null},{"id":"W1876990764","doi":"10.5539/mas.v9n11p161","title":"ACM Check Dams in Concrete Gutters for Recirculation Filters of Wastewater from Whiteleg Shrimp (Litopenaeus vannamei) Aquaculture in Southern Thailand","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Kasetsart University; Chaipattana Foundation","keywords":"Litopenaeus; Brick; Shrimp; Tile; Wastewater; Aquaculture; Environmental science; Fishery; Environmental engineering; Materials science; Fish ; Biology; Composite material","score_opus":0.04691417795713363,"score_gpt":0.2631352530574994,"score_spread":0.21622107510036578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1876990764","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973155,0.000043003936,0.00032675825,0.00054580066,0.00015424239,0.00055641634,0.00010427356,0.000016749884,0.00093722885],"genre_scores_gemma":[0.9985727,0.0000018234795,0.0009943865,0.000116518204,0.00006323499,0.000058466147,0.000099907746,0.000002108747,0.00009084809],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982653,0.000030034184,0.0004398246,0.0004870586,0.00041608792,0.0003616526],"domain_scores_gemma":[0.9993536,0.000075895805,0.00017848337,0.00019400557,0.00012260351,0.00007544025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012154814,0.00015017593,0.00025395793,0.00005982874,0.000101496225,0.00010352086,0.0007571306,0.00011329168,0.000015491067],"category_scores_gemma":[0.00008755102,0.00006904055,0.0000410978,0.0007600984,0.00018036384,0.00018001189,0.00013877919,0.00012488643,0.00001032769],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000656983,0.000017277049,0.0057856594,0.0000052631663,0.0000031785983,7.3342636e-7,0.0048170015,0.0006085415,0.98548406,0.0004768426,0.00008858208,0.0026471717],"study_design_scores_gemma":[0.0061159707,0.00061328226,0.033700567,0.000378075,0.000032895354,0.000008594752,0.027304143,0.7168841,0.106090195,0.09960406,0.0070967004,0.0021714189],"about_ca_topic_score_codex":0.0012032186,"about_ca_topic_score_gemma":0.001238423,"teacher_disagreement_score":0.8793939,"about_ca_system_score_codex":0.00011106886,"about_ca_system_score_gemma":0.000050011076,"threshold_uncertainty_score":0.2815392},"labels":[],"label_agreement":null},{"id":"W2006563802","doi":"10.1890/100223","title":"Does growing vegetables in plastic greenhouses enhance regional ecosystem services beyond the food supply?","year":2013,"lang":"en","type":"review","venue":"Frontiers in Ecology and the Environment","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":166,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Ecosystem services; Agriculture; Environmental science; Greenhouse gas; Greenhouse; Ecosystem; Carbon sequestration; Natural resource economics; Business; Agricultural economics; Agroforestry; Environmental protection; Geography; Agronomy; Ecology; Economics; Carbon dioxide","score_opus":0.009372423722183373,"score_gpt":0.20012336820980098,"score_spread":0.1907509444876176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006563802","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03963097,0.95645595,0.000005302894,0.0009479198,0.0015206141,0.0012803703,0.000056603978,0.0000110946385,0.00009118133],"genre_scores_gemma":[0.06802826,0.93062264,0.00005534649,0.00015347631,0.00018221323,0.0006841119,0.00006328145,0.0000042212637,0.00020644587],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99777526,0.0005807023,0.00066293776,0.00044289356,0.00016145379,0.0003767687],"domain_scores_gemma":[0.9985683,0.0008775403,0.00036279362,0.00015562272,0.0000065207296,0.000029243523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00091205677,0.0003170078,0.0009153094,0.00004978234,0.00033952066,0.000063114516,0.00061236107,0.00032853984,0.000056793782],"category_scores_gemma":[0.00001315034,0.000078583194,0.00013802729,0.00019678257,0.00028120223,0.00010668561,0.00021175438,0.0004457754,0.00002680249],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000101512356,0.0005685307,0.031287093,0.0063722488,0.0011288342,0.00003306154,0.0013661669,0.00034380628,0.000016330296,0.03440121,0.0023780742,0.92200315],"study_design_scores_gemma":[0.00027173682,0.000094976866,0.0025965557,0.0010705987,0.00010525366,0.000014668383,0.0006551164,0.00023995935,0.0000013978967,0.0060877404,0.98855126,0.0003107646],"about_ca_topic_score_codex":0.00007999702,"about_ca_topic_score_gemma":0.002772433,"teacher_disagreement_score":0.98617315,"about_ca_system_score_codex":0.0001372684,"about_ca_system_score_gemma":0.000014832592,"threshold_uncertainty_score":0.32045296},"labels":[],"label_agreement":null},{"id":"W2022840767","doi":"10.1016/j.envint.2004.05.011","title":"Phytoremediation of aquaculture wastewater for water recycling and production of fish feed","year":2004,"lang":"en","type":"article","venue":"Environment International","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":123,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Germination; Wastewater; Agronomy; Phytoremediation; Commercial fish feed; Nutrient; Biology; Hydroponics; Chemistry; Aquaculture; Environmental science; Fish ; Contamination; Environmental engineering","score_opus":0.013522152097916715,"score_gpt":0.207683780345897,"score_spread":0.19416162824798028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022840767","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99557644,0.000010637823,0.000043517703,0.0037146348,0.0003290355,0.00016410681,0.000041258285,0.00000433174,0.000116064664],"genre_scores_gemma":[0.9986687,0.00003990121,0.00047834098,0.000029455605,0.00018907181,0.00001683481,0.00030426437,6.9021803e-7,0.00027274448],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999464,0.0000070504693,0.00020429745,0.00011829521,0.00014237923,0.00006399782],"domain_scores_gemma":[0.99982584,0.000012354588,0.00009401672,0.000025615065,0.000032339056,0.0000098409255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016357297,0.000049734947,0.00006976831,0.00001225748,0.00004061373,0.000007836179,0.0000653693,0.000039032082,0.00006417518],"category_scores_gemma":[0.000013899814,0.000019549914,0.000030769883,0.000022353313,0.000030411973,0.00006955966,0.000022963748,0.000028088936,0.0000019992724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018995463,0.0000644768,0.0006956649,0.000008086119,0.000018232171,4.7620773e-8,0.00022799251,0.0004862791,0.9952226,0.0017100825,0.00007785099,0.0014696831],"study_design_scores_gemma":[0.0003306698,0.00014648009,0.00832547,0.00003490281,0.000009636039,0.0000027529334,0.00017618843,0.00018360527,0.9517549,0.005024556,0.03391358,0.00009724859],"about_ca_topic_score_codex":0.000017901386,"about_ca_topic_score_gemma":0.000011906638,"teacher_disagreement_score":0.043467697,"about_ca_system_score_codex":0.000029834737,"about_ca_system_score_gemma":0.000001391106,"threshold_uncertainty_score":0.07972223},"labels":[],"label_agreement":null},{"id":"W2047662481","doi":"10.1039/c4ra15242e","title":"Waste to wealth: a sustainable aquaponic system based on residual nitrogen photoconversion","year":2014,"lang":"en","type":"article","venue":"RSC Advances","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Aquaponics; Residual; Nitrogen; Environmental science; Chemistry; Photocatalysis; Pulp and paper industry; Computer science; Biology; Aquaculture; Fishery; Engineering; Fish ; Algorithm; Organic chemistry","score_opus":0.0092250942779482,"score_gpt":0.2306280502653263,"score_spread":0.22140295598737808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047662481","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96106464,0.00021346462,0.0003885063,0.0025662547,0.00058782025,0.001636213,0.00003822329,0.00025885616,0.033246003],"genre_scores_gemma":[0.9974563,0.000006175187,0.00026851043,0.00066191773,0.00046531647,0.00014022429,0.000037776128,0.0000028290265,0.0009609163],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99820906,0.00015094494,0.0003274888,0.00041613576,0.0003831085,0.00051326276],"domain_scores_gemma":[0.99914426,0.00026029252,0.00015270333,0.00015965565,0.00015744477,0.00012567094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007899463,0.00018747064,0.00024430692,0.00005680505,0.0005285692,0.000093332725,0.0003507151,0.000089670546,0.00007973176],"category_scores_gemma":[0.00009257554,0.00008096723,0.0000732637,0.00067279686,0.000030117746,0.00012586426,0.000063253545,0.00012854396,0.00022422781],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013376613,0.00074250303,0.00481319,0.0012432848,0.00007030989,0.00007738682,0.00049731194,0.020486644,0.10469897,0.7579659,0.015361263,0.092705525],"study_design_scores_gemma":[0.0005969154,0.001914263,0.00023109627,0.00030837907,0.0000148929785,0.0000071434474,0.004047344,0.027771283,0.012920947,0.002161005,0.9494362,0.0005905584],"about_ca_topic_score_codex":0.00020024278,"about_ca_topic_score_gemma":0.00012566871,"teacher_disagreement_score":0.93407494,"about_ca_system_score_codex":0.00017724256,"about_ca_system_score_gemma":0.000028282253,"threshold_uncertainty_score":0.40653804},"labels":[],"label_agreement":null},{"id":"W2085432213","doi":"10.5539/jas.v5n4p26","title":"Optimization of Water Circulation Period for the Culture of Goldfish with Spinach in Aquaponic System","year":2013,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Aquaponics; Animal science; Fish ; Spinach; Water circulation; Water quality; Biology; Fishery; Aquaculture; Ecology","score_opus":0.010127222064253075,"score_gpt":0.20623436309426035,"score_spread":0.1961071410300073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085432213","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9979838,0.00011853522,0.00026302168,0.0007629064,0.0001687127,0.00044870886,0.000004129485,0.0000042075812,0.0002459835],"genre_scores_gemma":[0.9990458,0.00001400282,0.0007794435,0.000009762072,0.00009871637,0.000011848344,0.000004667273,6.556624e-7,0.00003512745],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9985465,0.000034584118,0.0005997776,0.00013017775,0.00047814893,0.0002108201],"domain_scores_gemma":[0.99789184,0.000057404468,0.0005850098,0.000055652275,0.0013719626,0.000038145998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009079937,0.00009941153,0.00022511292,0.00004037677,0.00019971337,0.000092612616,0.00046803712,0.000057453435,0.000023885557],"category_scores_gemma":[0.00004475699,0.000022012453,0.00008513105,0.0009992431,0.00016521093,0.0005383453,0.00003238764,0.00010599367,9.896112e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026204152,0.00006971736,0.0023281078,0.000046653426,0.00001770333,4.781452e-7,0.0012449181,0.044386145,0.94881576,0.0018792587,0.000081901766,0.0011031727],"study_design_scores_gemma":[0.0011271938,0.0022642158,0.86276466,0.0008088155,0.000083620886,0.00044649787,0.0350861,0.040684525,0.055652566,0.00020062285,0.00040765852,0.00047353373],"about_ca_topic_score_codex":0.0001551991,"about_ca_topic_score_gemma":0.000042230775,"teacher_disagreement_score":0.8931632,"about_ca_system_score_codex":0.000108425156,"about_ca_system_score_gemma":0.000032442185,"threshold_uncertainty_score":0.1536054},"labels":[],"label_agreement":null},{"id":"W2148698258","doi":"10.4141/cjps-2014-315","title":"Fish effluents promote root growth and suppress fungal diseases in tomato transplants","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Plant Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Agriculture and Agri-Food Canada; McGill University; Université Laval","funders":"Division of Chemistry; Université Laval","keywords":"Effluent; Biology; Nutrient; Commercial fish feed; Biomass (ecology); Fusarium oxysporum; Crop; Pythium ultimum; Horticulture; Amendment; Fish farming; Agronomy; Aquaculture; Animal science; Botany; Fish ; Biological pest control; Ecology; Environmental science; Environmental engineering","score_opus":0.007825193669316258,"score_gpt":0.1894825323271663,"score_spread":0.18165733865785005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148698258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9984028,0.000066560715,0.0000028420156,0.0005688739,0.0002833955,0.000071214985,0.0002922798,0.0000029054038,0.00030914016],"genre_scores_gemma":[0.99976116,0.000006054035,0.000020017356,0.0001116652,0.00008247083,9.797792e-7,0.000007116513,5.434556e-7,0.0000099670815],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990013,0.00003931813,0.00026035597,0.00014730546,0.00023920533,0.00031248317],"domain_scores_gemma":[0.9993317,0.00006141431,0.0001104453,0.000034662415,0.000088585555,0.00037320392],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062891864,0.00007831555,0.00014190881,0.00010583066,0.0002676864,0.00016459425,0.00040532186,0.000036303354,0.000020661608],"category_scores_gemma":[0.00012039532,0.00003453821,0.000024400833,0.0004792204,0.00017556698,0.00025508957,0.000010991901,0.00011352607,0.0000015155939],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063431675,0.00011262387,0.8350334,0.0000911871,0.000020924635,0.0006863468,0.0014572517,0.00009389428,0.13522838,0.016326308,0.001393635,0.0094925985],"study_design_scores_gemma":[0.00033158157,0.00027679408,0.9875829,0.00028821008,0.000010268754,0.0008258033,0.00011289275,0.0018040432,0.0028428826,0.0010921564,0.0045880633,0.0002443937],"about_ca_topic_score_codex":0.0025845577,"about_ca_topic_score_gemma":0.052614048,"teacher_disagreement_score":0.15254949,"about_ca_system_score_codex":0.000038721224,"about_ca_system_score_gemma":0.00014071519,"threshold_uncertainty_score":0.9646733},"labels":[],"label_agreement":null},{"id":"W2337894643","doi":"10.21273/hortsci.46.11.1493","title":"Study on Shrimp Waste Water and Vermicompost as a Nutrient Source for Bell Peppers","year":2011,"lang":"en","type":"article","venue":"HortScience","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nova Scotia Department of Agriculture","funders":"","keywords":"Chemistry; Fertilizer; Pepper; Phosphorus; Nutrient; Vermicompost; Animal science; Horticulture; Potassium; Shrimp; Biology; Food science; Ecology","score_opus":0.04549124121878198,"score_gpt":0.24427847948324916,"score_spread":0.19878723826446718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337894643","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99542695,0.000023178114,0.000021464799,0.00019852814,0.00021130717,0.0005654656,0.000007410252,0.000028063256,0.0035176086],"genre_scores_gemma":[0.9990276,0.000005137882,0.000041399668,0.00020226627,0.00007110258,0.000049071015,0.00000708453,0.0000010792398,0.00059525785],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99891305,0.000025846339,0.00018774383,0.00036549245,0.0002090449,0.0002988435],"domain_scores_gemma":[0.99969715,0.0000440293,0.00004775558,0.000085709355,0.000058837202,0.00006653369],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004954068,0.00011231742,0.0001178801,0.000022593596,0.00045362048,0.00006563216,0.00025185605,0.000038732986,0.000041571144],"category_scores_gemma":[0.000016853714,0.000038162874,0.00003745089,0.0001968138,0.00010024495,0.00008149878,0.000092126385,0.00006488879,0.000027136139],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038865322,0.0032918875,0.025661428,0.000032056225,0.00005970382,0.000043279575,0.031782497,0.000034001252,0.8285346,0.0666321,0.0011359325,0.042403836],"study_design_scores_gemma":[0.00403559,0.042605877,0.16633296,0.00028272645,0.00015538928,0.0003133218,0.10269596,0.0056506516,0.32713035,0.019475482,0.32727847,0.004043256],"about_ca_topic_score_codex":0.00013975211,"about_ca_topic_score_gemma":0.00005828481,"teacher_disagreement_score":0.5014043,"about_ca_system_score_codex":0.000017584201,"about_ca_system_score_gemma":0.000006715394,"threshold_uncertainty_score":0.34889278},"labels":[],"label_agreement":null},{"id":"W2439224035","doi":"10.21061/ijra.v12i1.1352","title":"Water Quality and Nutrient Aspects in Recirculating Aquaponic Production of the Freshwater Prawn, Macrobrachium rosenbergii and the Lettuce, Lactuca sativa","year":2011,"lang":"en","type":"article","venue":"International Journal of Recirculating Aquaculture","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"Universiti Malaysia Terengganu; Universiti Putra Malaysia","keywords":"Macrobrachium rosenbergii; Lactuca; Prawn; Fishery; Aquaponics; Biology; Water quality; Aquaculture; Nutrient; Environmental science; Agronomy; Fish ; Ecology","score_opus":0.03112521003614796,"score_gpt":0.25665679265648433,"score_spread":0.22553158262033637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2439224035","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992119,0.00026973116,0.000011598875,0.0059395237,0.0008177276,0.00023604427,0.000009752369,0.0000062437316,0.00059034117],"genre_scores_gemma":[0.9991362,0.000040647064,0.00024044827,0.00014557065,0.0003445964,0.0000045067586,0.000007697634,0.0000025068289,0.00007783829],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99784195,0.00038124554,0.0008870241,0.00020411378,0.00050904346,0.00017660331],"domain_scores_gemma":[0.99841726,0.00016988504,0.0007980593,0.000086647546,0.0004959777,0.00003214482],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020265498,0.00014874831,0.0002741874,0.000043587468,0.00019548928,0.00008860602,0.0003667095,0.00010555566,0.000032959382],"category_scores_gemma":[0.00042036385,0.000043385277,0.00012465584,0.00021842704,0.00019261504,0.00021129727,0.00013335532,0.00041822757,8.889794e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006043775,0.00035942727,0.15475103,0.0000597608,0.00038703467,0.000020182677,0.023978954,0.00032962914,0.74150765,0.06604221,0.00027465075,0.011685104],"study_design_scores_gemma":[0.004380163,0.00029918645,0.7696916,0.0015528208,0.0001254059,0.0017845512,0.006862228,0.002184551,0.09734301,0.105694175,0.009265587,0.0008167451],"about_ca_topic_score_codex":0.0007357798,"about_ca_topic_score_gemma":0.0011067651,"teacher_disagreement_score":0.6441646,"about_ca_system_score_codex":0.00007269333,"about_ca_system_score_gemma":0.000018131374,"threshold_uncertainty_score":0.18170139},"labels":[],"label_agreement":null},{"id":"W2489845447","doi":"10.1007/978-3-319-30379-6_18","title":"Modelling an Aquaponic Ecosystem Using Ordinary Differential Equations","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Aquaponics; Ordinary differential equation; Ode; Population; Applied mathematics; Mathematics; Sensitivity (control systems); Differential equation; Stability theory; Computer science; Mathematical analysis; Engineering; Fishery; Nonlinear system; Biology; Physics; Fish ","score_opus":0.08256960606959038,"score_gpt":0.2504839113092146,"score_spread":0.16791430523962422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2489845447","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042969175,0.00048832427,0.05065085,0.0003600947,0.0023169902,0.0012359387,0.0010275684,0.0004642797,0.90048677],"genre_scores_gemma":[0.680165,0.000056174737,0.00032724152,0.00003918532,0.0016654808,0.000012106623,0.00035305938,0.0000106377165,0.31737113],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978099,0.00004683356,0.0007206831,0.00062421,0.00040898062,0.00038938373],"domain_scores_gemma":[0.99884444,0.00016483357,0.00039674743,0.0002243059,0.00024933097,0.00012031012],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026786615,0.00041925395,0.00046628353,0.00006778294,0.0005399483,0.00017760965,0.000468431,0.0005350353,0.0043858006],"category_scores_gemma":[0.0000057665807,0.00015151268,0.00024165779,0.00007967089,0.000043601995,0.00020619812,0.00013075415,0.00027048422,0.0003204402],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000965071,0.000031453303,0.0000010421069,0.000015080677,0.00005732316,0.0000050659655,0.000012395595,0.0008550266,0.0070492206,0.9871073,0.00009273384,0.004763713],"study_design_scores_gemma":[0.00023968129,0.00036822504,0.0000013285285,0.00060090463,0.000125913,0.000042570002,0.00003955203,0.7059962,0.00007620574,0.069099426,0.22199683,0.0014131207],"about_ca_topic_score_codex":0.00012040348,"about_ca_topic_score_gemma":0.00047490787,"teacher_disagreement_score":0.91800785,"about_ca_system_score_codex":0.0001928685,"about_ca_system_score_gemma":0.00005525934,"threshold_uncertainty_score":0.99652433},"labels":[],"label_agreement":null},{"id":"W2507397649","doi":"10.14866/ajg.2006f.0.28.0","title":"Foundation of Sustainig of horticulture by hydroponics in Shirako Town, Chiba prefecture","year":2006,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Hydroponics; Medicine; Foundation (evidence); Horticulture; Archaeology; Geography; Biology","score_opus":0.004398041616448918,"score_gpt":0.20706124842075463,"score_spread":0.20266320680430572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2507397649","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99737227,0.00010523052,0.0000902007,0.0020847141,0.00009220968,0.00009867184,0.000014912177,0.000002875176,0.00013892252],"genre_scores_gemma":[0.9995477,0.000041369713,0.000101611186,0.00014303661,0.00011448316,0.0000017984884,0.00001587265,0.000001283913,0.00003280567],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9984811,0.00024092324,0.0007485701,0.000099551275,0.00020734142,0.00022251895],"domain_scores_gemma":[0.99817145,0.00009401498,0.0014020251,0.00007353673,0.00023572994,0.000023220067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000657349,0.0001069218,0.0004428491,0.0000426651,0.000046132565,0.00001116343,0.00036173017,0.00004056327,0.00003343707],"category_scores_gemma":[0.000032973603,0.000038230504,0.000115514216,0.00040387854,0.0003034702,0.00005948551,0.000039748084,0.00022972548,4.805053e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0052849376,0.0011279546,0.2714013,0.000033452256,0.00022701973,0.000016184058,0.0007895204,0.0032970565,0.6952819,0.0042164484,0.005313014,0.013011192],"study_design_scores_gemma":[0.00435342,0.0735057,0.8441583,0.00038605012,0.00031240957,0.0012783429,0.009612312,0.0024592457,0.018879171,0.015531072,0.028779386,0.00074461533],"about_ca_topic_score_codex":0.00036540988,"about_ca_topic_score_gemma":0.00069235184,"teacher_disagreement_score":0.67640275,"about_ca_system_score_codex":0.00004150306,"about_ca_system_score_gemma":0.000016331824,"threshold_uncertainty_score":0.15589948},"labels":[],"label_agreement":null},{"id":"W2513409920","doi":"10.21273/hortsci.35.3.448d","title":"327 Hydroponic Minituber Production","year":2000,"lang":"en","type":"article","venue":"HortScience","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Sowing; photoperiodism; Yield (engineering); Horticulture; Agronomy; Mathematics; Biology; Physics","score_opus":0.010603191411787383,"score_gpt":0.19862584737238706,"score_spread":0.18802265596059967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513409920","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.960915,0.00007440895,0.0000025208724,0.0012485407,0.00039262587,0.0001503017,0.000004112517,0.000076493925,0.037135947],"genre_scores_gemma":[0.9854517,0.000042526746,0.00008927929,0.00019122969,0.00029973662,0.000016773487,0.000011496727,6.5889884e-7,0.013896583],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988182,0.000031594907,0.0002099814,0.00036072705,0.00029054194,0.00028894778],"domain_scores_gemma":[0.9997067,0.000024099703,0.000046029712,0.00010505964,0.000064057676,0.000054092416],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00044463147,0.00009746796,0.00009409225,0.000014540529,0.00042419703,0.00008924385,0.00028630314,0.000051156414,0.003117698],"category_scores_gemma":[0.000028106782,0.000038021957,0.000045214787,0.0009109417,0.00012114479,0.000207291,0.000023391902,0.000090600086,0.0005601859],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020130108,0.00025846966,0.0050236117,0.000007207478,0.000009275678,0.000012273066,0.00025199627,0.0002716483,0.39313123,0.013008796,0.0067502838,0.5812551],"study_design_scores_gemma":[0.000088895555,0.00025406858,0.04193932,0.0000389297,0.000009286316,0.00014254672,0.00014204466,0.0029982512,0.010451615,0.003097239,0.94030523,0.0005325883],"about_ca_topic_score_codex":0.0001018857,"about_ca_topic_score_gemma":0.000154046,"teacher_disagreement_score":0.93355495,"about_ca_system_score_codex":0.000029570992,"about_ca_system_score_gemma":0.000014671964,"threshold_uncertainty_score":0.9977936},"labels":[],"label_agreement":null},{"id":"W2516928562","doi":"10.21273/hortsci.49.2.201","title":"Hydroponic Production of Purslane as a Sodium-removing Vegetable in NaCl-rich Nutrient Solution","year":2014,"lang":"en","type":"article","venue":"HortScience","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; Vineland Research and Innovation Centre","funders":"","keywords":"Transplanting; Sodium; Chemistry; Nutrient; Cultivar; Salinity; Horticulture; Dry weight; Hydroponics; Biomass (ecology); Agronomy; Biology; Seedling","score_opus":0.011284975068794867,"score_gpt":0.21738743305553215,"score_spread":0.2061024579867373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2516928562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914782,0.00013529137,0.000091185604,0.0006867361,0.0005501159,0.00023651806,0.0000013027168,0.00003080563,0.006789852],"genre_scores_gemma":[0.99894816,0.00003100726,0.00017181133,0.000030702773,0.00012178796,0.000018020057,0.000009103978,9.3835257e-7,0.0006684468],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984466,0.00007655996,0.00037391958,0.00038369192,0.00038544965,0.0003338039],"domain_scores_gemma":[0.9994709,0.000051786334,0.00018613857,0.00012491707,0.00012447788,0.0000417766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001445732,0.00010735847,0.0001741886,0.0000593138,0.00023074553,0.00004643028,0.00029699237,0.0000703334,0.000044951623],"category_scores_gemma":[0.0002144222,0.00005069714,0.00003892469,0.0013930426,0.00012557556,0.00021280684,0.000073550684,0.00011964039,0.00003483866],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014584517,0.00020020705,0.007095887,0.0000226752,0.0000027490996,0.0000015743956,0.00015681756,0.00023111804,0.9350981,0.043040264,0.00018200901,0.013953978],"study_design_scores_gemma":[0.0011915086,0.0054672733,0.15600856,0.0009941142,0.000050011375,0.00032035547,0.0015811933,0.08700088,0.49868068,0.04887701,0.19755177,0.0022766565],"about_ca_topic_score_codex":0.0007042605,"about_ca_topic_score_gemma":0.00069201237,"teacher_disagreement_score":0.43641746,"about_ca_system_score_codex":0.00007539677,"about_ca_system_score_gemma":0.000032642005,"threshold_uncertainty_score":0.20673695},"labels":[],"label_agreement":null},{"id":"W2558253905","doi":"10.21273/hortsci.50.6.847","title":"Suaeda glauca Can Be Produced Hydroponically at Moderate NaCl Salinity","year":2015,"lang":"en","type":"article","venue":"HortScience","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; Vineland Research and Innovation Centre","funders":"","keywords":"Halophyte; Salinity; Sodium; Biomass (ecology); Canopy; Nutrient; Horticulture; Hydroponics; Agronomy; Chemistry; Saline water; Botany; Biology; Ecology","score_opus":0.0675316864923352,"score_gpt":0.2634401101773024,"score_spread":0.1959084236849672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2558253905","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9863712,0.0000913618,0.00001140122,0.0051727886,0.0006451281,0.000284077,0.00005238482,0.0001126413,0.0072589945],"genre_scores_gemma":[0.9964949,0.00001265803,0.00019611155,0.00080097374,0.00019464141,0.000026909647,0.00006816186,0.0000018468593,0.002203786],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976782,0.000104572726,0.00040354906,0.00061543635,0.0006736928,0.00052452297],"domain_scores_gemma":[0.9989318,0.00007516666,0.00016132559,0.00021598939,0.0003530483,0.00026263704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015011245,0.00018936893,0.00022634197,0.000023454395,0.0006212075,0.00018634328,0.000626768,0.00010671452,0.00012945819],"category_scores_gemma":[0.00026632327,0.0000791069,0.00007085172,0.00097367086,0.0002354541,0.00018271168,0.00026858514,0.00017157958,0.00008807242],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023950041,0.00079937885,0.037075147,0.000027532255,0.000043306885,0.00009798112,0.0019632576,0.0008843571,0.8406108,0.05694899,0.041248634,0.020061128],"study_design_scores_gemma":[0.0013276197,0.0024049007,0.027742412,0.00012671844,0.000055440763,0.00041557415,0.0014147459,0.07154146,0.08878983,0.02145984,0.78154975,0.0031717038],"about_ca_topic_score_codex":0.0010131355,"about_ca_topic_score_gemma":0.00328986,"teacher_disagreement_score":0.751821,"about_ca_system_score_codex":0.00019535045,"about_ca_system_score_gemma":0.00013552894,"threshold_uncertainty_score":0.47778887},"labels":[],"label_agreement":null},{"id":"W2559753147","doi":"10.5539/jas.v9n1p75","title":"Year-Round Lettuce (Lactuca sativa L.) Production in a Flow-Through Aquaponic System","year":2016,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"West Virginia University; U.S. Department of Agriculture","keywords":"Aquaponics; Lactuca; Hydroponics; Growing season; Environmental science; Greenhouse; Horticulture; Agronomy; Animal science; Aquaculture; Biology; Fish ; Fishery","score_opus":0.018015061819613612,"score_gpt":0.2344077131223469,"score_spread":0.21639265130273327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559753147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99165595,0.00011906416,0.00002461641,0.005125967,0.001269907,0.00018630543,0.000005422173,0.000022936798,0.001589826],"genre_scores_gemma":[0.9981754,0.00004506819,0.000539775,0.000034014818,0.0007577525,0.0000045371517,0.0000010961257,9.763511e-7,0.0004413984],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9976288,0.0000938326,0.0007175642,0.00031477032,0.0008135349,0.0004314704],"domain_scores_gemma":[0.9984992,0.000116846735,0.0005740183,0.00008474376,0.0006302532,0.00009491363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016115649,0.00016387747,0.00027301387,0.00006203516,0.0003136112,0.00015819348,0.0006516966,0.000079373305,0.000049676815],"category_scores_gemma":[0.00028155986,0.000043127147,0.000110468376,0.0020672572,0.00021080252,0.0013382325,0.000076832126,0.00019496726,0.00004829233],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002536054,0.000083883344,0.0017586101,0.000010189967,0.000008390759,0.000008779754,0.0002540582,0.00006199273,0.98134446,0.006272088,0.0010036529,0.009168531],"study_design_scores_gemma":[0.001143439,0.0012400259,0.8949749,0.0017519821,0.00003506756,0.0018053779,0.006998634,0.000102771264,0.06864771,0.0016091547,0.020717524,0.0009734209],"about_ca_topic_score_codex":0.000087165565,"about_ca_topic_score_gemma":0.00021960396,"teacher_disagreement_score":0.9126968,"about_ca_system_score_codex":0.0006275459,"about_ca_system_score_gemma":0.00008371331,"threshold_uncertainty_score":0.24120755},"labels":[],"label_agreement":null},{"id":"W2560162638","doi":"10.5539/jas.v9n1p41","title":"Hydroponic Minituber Production in Growth Room Conditions and Carry-Over Effects of the Technique on Produced Minitubers","year":2016,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Horticulture; Shading; Cultivar; Mathematics; Biology","score_opus":0.0066517101200191005,"score_gpt":0.2172153148028427,"score_spread":0.2105636046828236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560162638","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99400157,0.000045686065,5.9465907e-7,0.004809551,0.00050197897,0.00038790173,0.000004580504,0.0000055192936,0.00024260413],"genre_scores_gemma":[0.9996072,0.000031852473,0.00003507785,0.00003906159,0.00013964776,0.000011607658,4.1859533e-7,6.594424e-7,0.00013445066],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9985671,0.000089916684,0.0004142888,0.00021877738,0.0004957556,0.00021416454],"domain_scores_gemma":[0.99886763,0.00017986052,0.00042634257,0.00007303927,0.0003974021,0.00005572191],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00086171424,0.00011581024,0.0001823146,0.00006350335,0.00023664036,0.000039299382,0.00039548185,0.0000585261,0.000009489931],"category_scores_gemma":[0.0005695952,0.000027336233,0.00007264749,0.0014368768,0.00030818713,0.0003998032,0.000065310705,0.00015442987,0.0000013027897],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008084823,0.000065799104,0.0067755003,0.000009516811,0.000004733127,0.0000011787571,0.0000729309,0.000004847805,0.9907115,0.0016201818,0.00019634697,0.000529342],"study_design_scores_gemma":[0.00012479303,0.0002529449,0.57920915,0.00031831942,0.0000075251487,0.00009062946,0.00008886509,0.0000013276396,0.4191442,0.0005669607,0.00011330779,0.00008193699],"about_ca_topic_score_codex":0.00004343303,"about_ca_topic_score_gemma":0.00008014536,"teacher_disagreement_score":0.57243365,"about_ca_system_score_codex":0.00013344297,"about_ca_system_score_gemma":0.000046278663,"threshold_uncertainty_score":0.18200703},"labels":[],"label_agreement":null},{"id":"W2560465488","doi":"10.5539/jas.v9n1p64","title":"Comparison of Two Harvest Methods for Lettuce Production in an Aquaponic System","year":2016,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Aquaponics; Lactuca; Hydroponics; Tray; Harvest time; Horticulture; Mathematics; Cultivar; Yield (engineering); Crop; Biology; Agronomy; Fish ; Aquaculture; Botany; Fishery","score_opus":0.06212308206249824,"score_gpt":0.38076351836885797,"score_spread":0.31864043630635974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560465488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970054,0.00013016343,0.0003861374,0.0012029881,0.00089931797,0.00025665178,0.0000054529655,0.000010832165,0.000103057755],"genre_scores_gemma":[0.9936324,0.0000064596748,0.005895077,0.000008809266,0.000379846,0.000006768979,0.0000014883436,7.1153124e-7,0.00006844451],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980312,0.00015361192,0.00087828824,0.00024230513,0.00040389888,0.00029072198],"domain_scores_gemma":[0.9976508,0.00022229673,0.00092004583,0.000073241776,0.0010435156,0.00009008325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036074447,0.00011898584,0.00035159997,0.00007416958,0.00021594754,0.00008201704,0.00064250134,0.00005358289,0.0000076225333],"category_scores_gemma":[0.0003076563,0.000031892145,0.0001029856,0.0013388834,0.00018607652,0.00098752,0.000042333122,0.00010903073,0.0000017629476],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017966953,0.000099798664,0.00442307,0.000010959294,0.0000037806856,2.4998215e-7,0.000115633535,0.0000883141,0.96607995,0.005249949,0.00006412255,0.023846218],"study_design_scores_gemma":[0.0006322448,0.0016956548,0.3820612,0.0005702774,0.000026508951,0.00017018415,0.0029543426,0.0005646943,0.6086104,0.0006361757,0.0017334481,0.0003448782],"about_ca_topic_score_codex":0.00004471351,"about_ca_topic_score_gemma":0.00021653026,"teacher_disagreement_score":0.37763813,"about_ca_system_score_codex":0.00023920601,"about_ca_system_score_gemma":0.000052708303,"threshold_uncertainty_score":0.16609156},"labels":[],"label_agreement":null},{"id":"W2579782393","doi":"10.3390/su9010140","title":"Potential of Vertical Hydroponic Agriculture in Mexico","year":2017,"lang":"en","type":"article","venue":"Sustainability","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Agriculture; Agricultural engineering; Agricultural economics; Environmental science; Business; Geography; Engineering; Economics; Archaeology","score_opus":0.00910312192699876,"score_gpt":0.2536607281524503,"score_spread":0.24455760622545153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2579782393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99366957,0.000047973805,0.000008519606,0.003929074,0.00018593692,0.0002781082,0.000010921068,0.000016303138,0.0018535822],"genre_scores_gemma":[0.9996695,0.0000054062302,0.0000151120175,0.000021798363,0.000083868275,0.000014120344,0.000012585076,6.047868e-7,0.00017699499],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99881893,0.000080987054,0.00034405218,0.00026122978,0.00020630842,0.00028847516],"domain_scores_gemma":[0.99913573,0.000054956825,0.0001103644,0.00023286378,0.00042155918,0.000044513254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006560553,0.00010564842,0.00020741677,0.0000139809,0.00032863862,0.000073757146,0.0004935974,0.00013469925,0.0000970516],"category_scores_gemma":[0.0007492732,0.000040789462,0.00010461095,0.00017620761,0.00020829978,0.00014420957,0.00016912518,0.00016874577,0.0000048886122],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020800054,0.0013141907,0.57965785,0.0001968484,0.000039862534,0.000069540394,0.0003309144,0.00029153537,0.14460027,0.24463783,0.00079638255,0.0278568],"study_design_scores_gemma":[0.00024130993,0.00014593144,0.9510501,0.00001893289,0.0000068645363,0.000005067227,0.00048281712,0.0009542049,0.0034876324,0.039473366,0.0039554792,0.00017830459],"about_ca_topic_score_codex":0.0012544243,"about_ca_topic_score_gemma":0.0012372265,"teacher_disagreement_score":0.37139228,"about_ca_system_score_codex":0.00020629381,"about_ca_system_score_gemma":0.00005665945,"threshold_uncertainty_score":0.25276557},"labels":[],"label_agreement":null},{"id":"W2581884825","doi":"10.1063/1.4975642","title":"An inverse problem for a mathematical model of aquaponic agriculture","year":2017,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Aquaponics; Ode; Computer science; Population; Inverse problem; Inverse; Fish ; Sensitivity (control systems); Popularity; Mathematical optimization; Mathematics; Applied mathematics; Engineering; Aquaculture; Fishery; Biology","score_opus":0.05594637423079873,"score_gpt":0.2749126119059457,"score_spread":0.21896623767514695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2581884825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97965884,0.000009033057,0.0016565674,0.0015464892,0.000047371657,0.00071106653,0.0000722792,0.00005987608,0.01623849],"genre_scores_gemma":[0.9945489,0.000010001542,0.004434198,0.000060620685,0.000104647705,0.0001093544,0.000022885622,0.0000017677556,0.0007075932],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988922,0.0000045120796,0.0003324439,0.00030037618,0.00020101256,0.0002694912],"domain_scores_gemma":[0.9986737,0.000027880948,0.0004022657,0.000101972815,0.0007163455,0.00007783183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041659916,0.00015353141,0.00025197008,0.00001462593,0.0005140473,0.00031356074,0.0007628015,0.00015646017,0.000052438798],"category_scores_gemma":[0.000099433484,0.00006107585,0.00008458535,0.00008829413,0.00012279734,0.0004379337,0.00007766548,0.00011438498,0.000010045686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017007416,0.000113915354,0.0009738684,0.00007059595,0.000011594229,9.6224156e-8,0.0004675908,0.000003792946,0.62718415,0.36870638,0.0007693359,0.0016817045],"study_design_scores_gemma":[0.0004274241,0.00072226813,0.0011943211,0.0002188871,0.000044045097,0.000008809721,0.001411757,0.6998994,0.010278702,0.28278783,0.0025183856,0.00048819033],"about_ca_topic_score_codex":0.00004963816,"about_ca_topic_score_gemma":0.000098364624,"teacher_disagreement_score":0.69989556,"about_ca_system_score_codex":0.00002187001,"about_ca_system_score_gemma":0.000033372366,"threshold_uncertainty_score":0.39536878},"labels":[],"label_agreement":null},{"id":"W2594222877","doi":"10.1139/cjps-2014-315","title":"Fish effluents promote root growth and suppress fungal diseases in tomato transplants","year":2015,"lang":"en","type":"article","venue":"BioOne Complete (BioOne)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Agriculture and Agri-Food Canada; Université Laval","funders":"Division of Chemistry; Université Laval","keywords":"Effluent; Pythium ultimum; Biology; Fusarium oxysporum; Nutrient; Horticulture; Commercial fish feed; Crop; Biomass (ecology); Amendment; Agronomy; Aquaculture; Animal science; Botany; Fish ; Biological pest control; Ecology; Environmental science","score_opus":0.23208459327043654,"score_gpt":0.23815637353940575,"score_spread":0.006071780268969207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2594222877","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9960071,0.0003507445,0.000005333571,0.0012248361,0.00027066702,0.0004472248,0.00091664615,0.00008740342,0.00069003785],"genre_scores_gemma":[0.9990765,0.000021482847,0.00005546454,0.00019413252,0.0001854766,0.000032385436,0.0003449835,0.0000035946957,0.00008596781],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981661,0.000123044,0.00044002198,0.00046319288,0.00035638895,0.00045126394],"domain_scores_gemma":[0.99935806,0.00008219683,0.000115071954,0.00011915517,0.000108771776,0.00021673701],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027545122,0.00024673567,0.00034254722,0.000051281542,0.00018543475,0.00014915015,0.00036353094,0.0001268959,0.00005111638],"category_scores_gemma":[0.00004681132,0.000119596814,0.00006538603,0.00049206195,0.000102949765,0.00017532546,0.000116183284,0.00014697741,0.00003365432],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009285555,0.0026514905,0.50461954,0.0005816357,0.00024314188,0.00052055856,0.0026732713,0.000032930704,0.44578335,0.01563946,0.013753866,0.0125722075],"study_design_scores_gemma":[0.0031611156,0.00097092707,0.94746643,0.0005059089,0.000050279392,0.00021585269,0.0004983649,0.003730335,0.0062474334,0.0030061528,0.032647442,0.0014997831],"about_ca_topic_score_codex":0.0007753552,"about_ca_topic_score_gemma":0.0013169469,"teacher_disagreement_score":0.4428469,"about_ca_system_score_codex":0.00004023272,"about_ca_system_score_gemma":0.000018708208,"threshold_uncertainty_score":0.48770165},"labels":[],"label_agreement":null},{"id":"W2594899700","doi":"10.15353/pced.v16i0.63","title":"“Growing” a sustainable community: Health, food, and development at the Aundeck Omni Kaning First Nation","year":2017,"lang":"en","type":"article","venue":"Papers in Canadian Economic Development","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Agriculture; Business; Government (linguistics); Food systems; Sustainable agriculture; Sustainable community; First nation; Sustainable development; Aquaponics; Economic growth; Environmental planning; Food security; Geography; Political science; Economics; Ecology; Fishery","score_opus":0.03494976244287872,"score_gpt":0.2269063007540296,"score_spread":0.19195653831115086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2594899700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96288985,0.00015399353,3.2579632e-7,0.008496746,0.00023610433,0.00033402885,0.000009025809,0.000011084274,0.027868848],"genre_scores_gemma":[0.9963137,0.0000379706,0.00017147597,0.00090172165,0.000036869144,0.00007132007,0.00005375886,0.000002277365,0.002410938],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987246,0.000055791377,0.00037183223,0.0002160694,0.00007874821,0.00055295986],"domain_scores_gemma":[0.99936664,0.000099390214,0.00018810101,0.00014876298,0.000026332085,0.00017077143],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016875013,0.00013610485,0.00016105434,0.000048259768,0.0058148336,0.00030478457,0.00043065049,0.00007022371,0.00018806182],"category_scores_gemma":[0.000050214054,0.00007027823,0.000017155364,0.00005403249,0.00007731263,0.00012988862,0.00020843012,0.00017639255,0.00004598556],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040093943,0.00011357198,0.3752638,0.00026352413,0.00031158587,0.000030261319,0.031295456,0.0004186895,0.00029994734,0.07773609,0.0081406785,0.5060863],"study_design_scores_gemma":[0.00013574668,0.00002564512,0.12863743,0.000038564864,7.784335e-7,0.0000068427753,0.0034331626,0.000059667414,0.00005289836,0.00012953115,0.8673043,0.0001754231],"about_ca_topic_score_codex":0.37131122,"about_ca_topic_score_gemma":0.98986554,"teacher_disagreement_score":0.85916364,"about_ca_system_score_codex":0.0036718352,"about_ca_system_score_gemma":0.00078449876,"threshold_uncertainty_score":0.99547946},"labels":[],"label_agreement":null},{"id":"W2753775624","doi":"10.5539/mas.v11n9p165","title":"Aquaponic Integration and Automation – A Critical Evaluation","year":2017,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Aquaponics; Hydroponics; Aquaculture; Environmental science; Agriculture; Agricultural engineering; Fish ; Nutrient; Biotechnology; Business; Agronomy; Biology; Ecology; Engineering; Fishery","score_opus":0.045935211476734295,"score_gpt":0.31595964693670664,"score_spread":0.27002443545997235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2753775624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9681254,0.00004403065,0.005086889,0.001974025,0.0002616912,0.0003569376,0.000005576762,0.000057219477,0.024088247],"genre_scores_gemma":[0.99921584,0.000004458686,0.0005182005,0.00007459176,0.00008962012,0.00005013245,0.000008872864,6.6524444e-7,0.000037588703],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998593,0.000020186018,0.00017967413,0.0003615614,0.00062458386,0.0002209953],"domain_scores_gemma":[0.9993232,0.000059062615,0.0001208798,0.00016934604,0.00026821485,0.000059330472],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0021602912,0.0000882382,0.000091298025,0.00002735253,0.0021183114,0.000835104,0.0004251122,0.0000629813,0.00004874944],"category_scores_gemma":[0.0003691536,0.000039087226,0.000016775493,0.00017886524,0.00054641796,0.0004478246,0.00012100662,0.00009775071,0.000025398454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002893704,0.0000142748,0.00007145355,0.0000015837754,6.96392e-7,1.15934604e-7,0.000108354354,0.000004275447,0.6837309,0.11731586,0.000014461504,0.19873512],"study_design_scores_gemma":[0.00011637722,0.00004156626,0.040487565,0.000016682372,0.000008281601,0.000005411658,0.00011028617,0.8703926,0.0065897414,0.081750795,0.0003221633,0.00015849635],"about_ca_topic_score_codex":0.000070663744,"about_ca_topic_score_gemma":0.0001661248,"teacher_disagreement_score":0.8703884,"about_ca_system_score_codex":0.00007411278,"about_ca_system_score_gemma":0.00004845402,"threshold_uncertainty_score":0.9991808},"labels":[],"label_agreement":null},{"id":"W2757827840","doi":"","title":"Green relief aquaponics and medicinal cannabis","year":2016,"lang":"en","type":"article","venue":"Practical Hydroponics and Greenhouses","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquaponics; Project commissioning; Cannabis; Business; Advertising; Publishing; Art; Medicine; Fishery; Fish ; Biology; Literature","score_opus":0.023337546656378397,"score_gpt":0.2636739315354836,"score_spread":0.2403363848791052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2757827840","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.922479,0.0013111124,0.00015762312,0.07286954,0.00027924904,0.00026643643,0.000067474284,0.00013520673,0.0024343748],"genre_scores_gemma":[0.9953584,0.001692527,0.0003716725,0.00082644523,0.00031914265,0.000018874385,0.000007809894,0.0000054373654,0.0013996944],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980831,0.000114162794,0.00043491507,0.0005216448,0.0003761557,0.00047000567],"domain_scores_gemma":[0.99867374,0.00062475185,0.00017567383,0.00014020737,0.0001383399,0.00024728326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071768963,0.00025013703,0.00030676243,0.000035405224,0.0004222932,0.00011034354,0.00016462017,0.000196785,0.00020708863],"category_scores_gemma":[0.00035616645,0.000087184606,0.000057584333,0.0002931501,0.00033053444,0.00031467713,0.00020610775,0.00022865534,0.000051870335],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024171031,0.00038366645,0.012276641,0.00006800145,0.00015489268,0.0001263128,0.00024476054,5.468486e-7,0.070968,0.43785456,0.008926467,0.46875444],"study_design_scores_gemma":[0.00087476335,0.0012133969,0.015149029,0.00015827632,0.00009318725,0.00064890157,0.00023402904,0.0015341855,0.0008871883,0.033617128,0.9447629,0.00082701823],"about_ca_topic_score_codex":0.0010515654,"about_ca_topic_score_gemma":0.0023173725,"teacher_disagreement_score":0.93583643,"about_ca_system_score_codex":0.000043910844,"about_ca_system_score_gemma":0.000043354674,"threshold_uncertainty_score":0.3555285},"labels":[],"label_agreement":null},{"id":"W2766983891","doi":"10.5539/mas.v11n11p43","title":"Aquaponics – A Process Control Approach","year":2017,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Automation; Process (computing); Computer science; Process automation system; Process control; Control system; Control (management); Instrumentation (computer programming); Systems engineering; Process engineering; Control engineering; Reliability engineering; Engineering; Operating system","score_opus":0.02172055128385415,"score_gpt":0.25501804059921096,"score_spread":0.23329748931535682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766983891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7691226,0.000044989152,0.009976944,0.00084464974,0.0002962819,0.0006617251,0.000028443546,0.00012895446,0.2188954],"genre_scores_gemma":[0.998993,0.0000026526118,0.0003213654,0.00021804705,0.00015293645,0.00007642232,0.0000061280625,0.0000013606474,0.00022811003],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980598,0.000010480335,0.00023814634,0.0005756367,0.00061875384,0.0004971901],"domain_scores_gemma":[0.9990769,0.00003140533,0.0002560768,0.0003459409,0.00018047736,0.00010921678],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012002233,0.00015317333,0.00019052907,0.000024931715,0.0030257383,0.00085373234,0.0019621986,0.00007851292,0.00002844476],"category_scores_gemma":[0.00007160494,0.00006223618,0.0000453995,0.0003356507,0.0006473556,0.0003037587,0.00015159542,0.00016610838,0.00005382943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021159032,0.00012344419,0.00065293803,0.000009609519,0.0000065548015,0.0000012691163,0.0002598406,0.00015834604,0.8610991,0.10496533,0.000057179645,0.032645203],"study_design_scores_gemma":[0.00086739514,0.00011752507,0.01743832,0.000023430752,0.000018669483,0.000024232904,0.00045842957,0.9016863,0.008400796,0.063570715,0.006503465,0.0008907341],"about_ca_topic_score_codex":0.000045951398,"about_ca_topic_score_gemma":0.000035114583,"teacher_disagreement_score":0.90152794,"about_ca_system_score_codex":0.000050863408,"about_ca_system_score_gemma":0.000069251306,"threshold_uncertainty_score":0.9982722},"labels":[],"label_agreement":null},{"id":"W2802864113","doi":"10.5539/jas.v10n6p99","title":"Impact of Light Intensity and Nitrogen of Nutrient Solution on Nitrate Content in Three Lettuce Cultivars Prior to Harvest","year":2018,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Key Research and Development Program of China","keywords":"Lactuca; Nitrate; Cultivar; Plant factory; Nutrient; Transplanting; Nitrogen; Horticulture; Chemistry; Hydroponics; Agronomy; Light intensity; Sowing; Botany; Biology","score_opus":0.03649347704690135,"score_gpt":0.26596498624668696,"score_spread":0.22947150919978562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802864113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99835384,0.000043865282,0.000007871033,0.0010293509,0.00018287083,0.00019225177,0.000009890878,0.0000029895039,0.00017709061],"genre_scores_gemma":[0.9996375,0.000012384695,0.00016591408,0.00004019081,0.00012585451,0.0000011247895,8.366686e-7,4.432393e-7,0.000015768646],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9985072,0.000033697623,0.0005777452,0.00017546982,0.00046561775,0.00024026206],"domain_scores_gemma":[0.9978271,0.000048126924,0.0005488105,0.000050847684,0.0014076654,0.00011743943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009747315,0.000115826195,0.00028661304,0.00007775988,0.00016305792,0.000053329502,0.00035402307,0.00004916553,0.000011057016],"category_scores_gemma":[0.0001869738,0.00003582067,0.0001041379,0.0012375505,0.0002554469,0.00026354706,0.00008561926,0.00013434979,0.0000029383723],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009706645,0.00013133678,0.030001197,0.0000029679895,0.00001006166,0.0000011700712,0.00021170726,0.000013112822,0.9676031,0.0008365233,0.00014087581,0.00095088093],"study_design_scores_gemma":[0.00018017899,0.0021145877,0.8979664,0.00015035854,0.0000057796365,0.000048452104,0.00028527764,0.000037936363,0.098813705,0.0002546109,0.000054387878,0.00008831992],"about_ca_topic_score_codex":0.00069857755,"about_ca_topic_score_gemma":0.0005731202,"teacher_disagreement_score":0.8687894,"about_ca_system_score_codex":0.00016264824,"about_ca_system_score_gemma":0.000044396424,"threshold_uncertainty_score":0.14607245},"labels":[],"label_agreement":null},{"id":"W2802887758","doi":"10.5539/jas.v10n6p253","title":"Effects of Photoradiation on the Growth and Potassium, Calcium, and Magnesium Uptake of Lettuce Cultivated by Hydroponics","year":2018,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Lactuca; photoperiodism; Hydroponics; Shoot; Horticulture; Light intensity; Transpiration; Dry weight; Seedling; Potassium; Botany; Nutrient; Chemistry; Photosynthesis; Biology","score_opus":0.00932053686283657,"score_gpt":0.21644486654332895,"score_spread":0.20712432968049238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802887758","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973556,0.0002490088,0.0000033901244,0.0017108691,0.00021496783,0.00016906383,0.00001044115,0.000004251147,0.0002824389],"genre_scores_gemma":[0.99959904,0.00006345776,0.00006705051,0.000088513225,0.0001398322,0.0000014894283,0.0000014657726,6.489267e-7,0.000038487233],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99860346,0.00006595176,0.00045944116,0.0001639348,0.00051586895,0.00019133948],"domain_scores_gemma":[0.99835044,0.00025505782,0.0006593384,0.000042417545,0.0006159428,0.00007681395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008327904,0.00011993406,0.00021323365,0.000033801713,0.00032183272,0.00007314545,0.00034805754,0.000061346575,0.000009204897],"category_scores_gemma":[0.00029110542,0.00003387727,0.000049255737,0.0010108346,0.0006093546,0.0002655227,0.00006147113,0.00013464992,8.1654025e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015997184,0.000053822336,0.0004446775,0.000015198666,0.0000065103413,4.9328247e-7,0.0001639917,9.862846e-7,0.9951249,0.0028618767,0.00048213362,0.00082942494],"study_design_scores_gemma":[0.00023206988,0.0013503095,0.33029985,0.00008741249,0.000024464855,0.000054162647,0.0004193097,0.00013831045,0.6664844,0.00022441904,0.0005539051,0.0001313523],"about_ca_topic_score_codex":0.00011823969,"about_ca_topic_score_gemma":0.000012774186,"teacher_disagreement_score":0.32985517,"about_ca_system_score_codex":0.00003292043,"about_ca_system_score_gemma":0.000024553798,"threshold_uncertainty_score":0.24753095},"labels":[],"label_agreement":null},{"id":"W2896819434","doi":"10.18331/sfs2019.5.2.7","title":"Effects of supplementary nutrient in an aquaponic system for production of ornamental red tilapia (Oreochromis Sp.) and lettuce (Lactuca sativa var longifolia)","year":2019,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Aquaponics; Lactuca; Tilapia; Ornamental plant; Nutrient; Biology; Oreochromis; Botany; Horticulture; Agronomy; Aquaculture; Fishery; Fish ; Ecology","score_opus":0.0528096585457178,"score_gpt":0.25111962084865147,"score_spread":0.19830996230293368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896819434","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99814904,0.00016959627,0.0000031917225,0.00034786706,0.00073926913,0.0005025577,0.000044522596,0.000002422588,0.000041521853],"genre_scores_gemma":[0.9995992,0.00004523558,0.00024144341,0.00000951354,0.000064580134,0.000006950935,0.000014521776,0.0000013148344,0.00001722318],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99806786,0.00029917763,0.0008107495,0.00022477796,0.000381796,0.00021563942],"domain_scores_gemma":[0.9985237,0.00046406747,0.0007032141,0.000056991365,0.00021316002,0.000038855633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038227718,0.000117270436,0.0004061758,0.00011473181,0.00008100388,0.000046650868,0.00030182573,0.000061633575,0.000033924],"category_scores_gemma":[0.0001552194,0.000055823803,0.00005612037,0.0007831783,0.0002351751,0.00039589897,0.000043688884,0.00010482656,2.1613792e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024221826,0.00020839529,0.76388425,0.00021847353,0.00001334523,0.0000021870685,0.0004811161,0.000041304032,0.23382598,0.00039012753,0.00013176799,0.0005608375],"study_design_scores_gemma":[0.00086852163,0.0031913505,0.9269456,0.00054887054,0.000011207376,0.000034729706,0.0035633105,0.0002640057,0.06365437,0.00035024653,0.00037831656,0.00018944134],"about_ca_topic_score_codex":0.00089933217,"about_ca_topic_score_gemma":0.0025212832,"teacher_disagreement_score":0.1701716,"about_ca_system_score_codex":0.0001099188,"about_ca_system_score_gemma":0.00006153972,"threshold_uncertainty_score":0.22764285},"labels":[],"label_agreement":null},{"id":"W2898211428","doi":"10.1016/j.aquaculture.2018.10.059","title":"Aerobic bioconversion of aquaculture solid waste into liquid fertilizer: Effects of bioprocess parameters on kinetics of nitrogen mineralization","year":2018,"lang":"en","type":"article","venue":"Aquaculture","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":67,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lethbridge College","funders":"","keywords":"Nitrification; Bioprocess; Mineralization (soil science); Aquaculture; Bioconversion; Bioreactor; Nitrate; Aquaponics; Recirculating aquaculture system; Pulp and paper industry; Nitrogen cycle; Ammonium; Nutrient; Anammox; Environmental chemistry; Biology; Nitrogen; Nitrifying bacteria; Denitrification; Food science; Chemistry; Ecology; Denitrifying bacteria; Fishery; Botany; Fish ; Fermentation","score_opus":0.01022773248275773,"score_gpt":0.23787164359765126,"score_spread":0.22764391111489352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898211428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.998467,0.0002402094,0.000029336563,0.00026500822,0.00021955241,0.00038752577,0.000044634045,0.000022823002,0.00032390293],"genre_scores_gemma":[0.9990459,0.000051984553,0.00030204104,0.00014702974,0.00009712049,0.000010800346,0.0002219638,0.0000026726714,0.00012046177],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984856,0.0000786021,0.0005709683,0.00029530728,0.00035411422,0.00021538431],"domain_scores_gemma":[0.9985033,0.00008113181,0.00054992357,0.00014474212,0.00066728325,0.00005361514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014583982,0.00022220737,0.00040211383,0.000050679297,0.000091621616,0.000015864098,0.00035666264,0.0002847215,0.000037738482],"category_scores_gemma":[0.000101467405,0.00009181948,0.0001519494,0.0009572248,0.00022785852,0.0000844547,0.000065238324,0.00010924611,0.000012216152],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017895631,0.00021699883,0.00023034071,0.00021048065,0.00005135916,6.489101e-7,0.0007708033,0.000027504948,0.99522936,0.0016036987,0.0010138154,0.000466008],"study_design_scores_gemma":[0.0003106307,0.0027937877,0.00013467472,0.00026621905,0.000044234373,0.0000021550275,0.00041349433,0.00016887342,0.99342096,0.00047702336,0.0017862037,0.00018175624],"about_ca_topic_score_codex":0.00026170074,"about_ca_topic_score_gemma":0.0001872561,"teacher_disagreement_score":0.002576789,"about_ca_system_score_codex":0.000028084332,"about_ca_system_score_gemma":0.000009984263,"threshold_uncertainty_score":0.37442896},"labels":[],"label_agreement":null},{"id":"W2906430331","doi":"10.4324/9781351174824-33","title":"Aquaponics in Canada’s north","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquaponics; Environmental science; Geography; Fishery; Fish ; Biology; Aquaculture","score_opus":0.019818579186914334,"score_gpt":0.18232423435728126,"score_spread":0.1625056551703669,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2906430331","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03136371,0.00016515018,5.3494267e-7,0.0005115408,0.00054849964,0.00023286106,0.000149792,0.00002635233,0.96700156],"genre_scores_gemma":[0.23933618,0.00011969173,0.00003108193,0.00062905916,0.00055398233,0.000006759338,0.00038281822,0.0000034700654,0.75893694],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99856085,0.000010076196,0.00047128464,0.00034831214,0.00032596954,0.00028351386],"domain_scores_gemma":[0.9994553,0.000071329196,0.00017552478,0.00011089339,0.00012905011,0.000057929006],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014378536,0.00024092001,0.00030201726,0.000024444449,0.00009570284,0.000036780213,0.00036297028,0.00018939191,0.008237557],"category_scores_gemma":[0.000008863894,0.00009130269,0.00006510661,0.00009281658,0.000034985358,0.000031373947,0.00008668747,0.0002799974,0.00030243397],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021657728,0.000035407676,0.0024144752,0.000031983385,0.0000760319,0.00010540022,0.00006061831,0.000012464085,0.00019843152,0.77794236,0.1835459,0.03555527],"study_design_scores_gemma":[0.000043511656,0.000049675004,0.0010559427,0.000045230183,0.0000046996993,0.0000054192355,0.00002462842,0.0001577388,0.0000065593813,0.0056772293,0.9925977,0.00033165893],"about_ca_topic_score_codex":0.7995393,"about_ca_topic_score_gemma":0.99967575,"teacher_disagreement_score":0.8090518,"about_ca_system_score_codex":0.000559275,"about_ca_system_score_gemma":0.0004955477,"threshold_uncertainty_score":0.99266905},"labels":[],"label_agreement":null},{"id":"W2941047745","doi":"10.1016/j.jclepro.2019.04.290","title":"Aquaponic trends and challenges – A review","year":2019,"lang":"en","type":"review","venue":"Journal of Cleaner Production","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":369,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aquaponics; Sustainability; Environmental science; Biosafety; Aquaculture; Biotechnology; Engineering; Fish ; Biology; Ecology; Fishery","score_opus":0.1527595167997356,"score_gpt":0.32802375142329526,"score_spread":0.17526423462355967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2941047745","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00002349973,0.99404866,1.6457176e-7,0.0035345666,0.0012655376,0.00024820527,0.0000056220497,0.000009234591,0.00086453423],"genre_scores_gemma":[0.000034699922,0.9964649,0.000019844074,0.00003977698,0.0017722538,0.0000062402487,0.000019964556,0.0000032479759,0.0016390365],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99799126,0.00022469116,0.001000573,0.00027560987,0.00034358582,0.00016425026],"domain_scores_gemma":[0.9979149,0.00007646875,0.0015680892,0.000115560935,0.00027719996,0.000047799123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017333741,0.0002347441,0.0012894738,0.00010084158,0.00007877928,0.00004258345,0.00024664972,0.00020603045,0.000091038884],"category_scores_gemma":[0.00011409032,0.000078794925,0.000309905,0.00045668907,0.00003189,0.00015990673,0.000043754044,0.00047305564,0.000025297346],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020880227,0.00002850642,1.3774202e-7,0.012649844,0.000055322344,0.0000023392413,0.000008325009,2.3664018e-7,0.000011672195,0.0002445888,0.0026205226,0.98437643],"study_design_scores_gemma":[0.000028235903,0.00024629335,0.000007249898,0.02405824,0.0004010369,0.0010692839,0.000015531823,5.0911837e-7,0.0000011113649,0.000048731697,0.97395664,0.00016711545],"about_ca_topic_score_codex":0.0000031817713,"about_ca_topic_score_gemma":0.000009698586,"teacher_disagreement_score":0.9842093,"about_ca_system_score_codex":0.000065233195,"about_ca_system_score_gemma":0.000043672146,"threshold_uncertainty_score":0.3213164},"labels":[],"label_agreement":null},{"id":"W2970082615","doi":"10.5539/jas.v11n15p227","title":"Postharvest Quality of Yellow Pear Tomato Cultivated in Aquaponic System","year":2019,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Postharvest; Aquaponics; Titratable acid; Horticulture; Lycopene; PEAR; Biology; Agronomy; Botany; Aquaculture; Fish ; Carotenoid","score_opus":0.017302177766240927,"score_gpt":0.25355701384206414,"score_spread":0.2362548360758232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2970082615","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.996231,0.0001047875,9.3777163e-7,0.0003575829,0.00053440896,0.00021135154,0.00000998912,0.00001359777,0.002536349],"genre_scores_gemma":[0.9995186,0.000011727775,0.00011543999,0.00002058569,0.000100989324,0.0000012565298,0.000003842133,7.283811e-7,0.00022684391],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99726516,0.00013105223,0.001119875,0.00023368999,0.0009040219,0.0003461768],"domain_scores_gemma":[0.99774635,0.00014934968,0.001049306,0.00008936987,0.0008613914,0.00010421389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002686475,0.00014802189,0.0004382574,0.00008106516,0.00012645635,0.00010298827,0.00083908526,0.00008632658,0.000060443395],"category_scores_gemma":[0.00014167052,0.00004811145,0.00015773575,0.0025244346,0.00015169338,0.0006640407,0.000092309405,0.00024090488,0.000035829842],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021190375,0.00008145366,0.021898171,0.000029701938,0.0000073390743,0.0000027483034,0.00016056027,0.00013979657,0.97027177,0.0070153996,0.000066158915,0.00030573647],"study_design_scores_gemma":[0.00029908872,0.00032773608,0.9791551,0.0002707899,0.0000046253267,0.00011544365,0.0037222025,0.00015819153,0.015373583,0.00004367876,0.00034923424,0.00018032042],"about_ca_topic_score_codex":0.00039890723,"about_ca_topic_score_gemma":0.00027740543,"teacher_disagreement_score":0.9572569,"about_ca_system_score_codex":0.00024861496,"about_ca_system_score_gemma":0.000075338496,"threshold_uncertainty_score":0.1961928},"labels":[],"label_agreement":null},{"id":"W2974194209","doi":"10.5539/jps.v8n2p62","title":"Effects of Hydroponics Systems on Growth, Yield and Quality of Zucchini (Cucurbita pepo L.)","year":2019,"lang":"en","type":"article","venue":"Journal of Plant Studies","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydroponics; Cucurbita pepo; Cultivar; Horticulture; Yield (engineering); Tray; Mathematics; Agronomy; Biology; Botany; Physics","score_opus":0.04266896082549945,"score_gpt":0.2693071639978166,"score_spread":0.22663820317231717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974194209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99424195,0.0042670676,0.0000013490786,0.00017604906,0.00069872185,0.00016204071,0.00003698647,0.0000037912196,0.0004120604],"genre_scores_gemma":[0.99896145,0.00077902304,0.000017035001,0.000023573422,0.00012034472,0.0000013944705,0.0000020597547,9.0530995e-7,0.00009421856],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99850005,0.000091847935,0.0008113325,0.000108838176,0.0003616594,0.00012626196],"domain_scores_gemma":[0.99704456,0.0014998253,0.0010468042,0.00004755975,0.00033117912,0.000030071948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010689443,0.000115833966,0.0005986953,0.000043148462,0.00008244324,0.000014291885,0.0001605671,0.000067939596,0.0000038612698],"category_scores_gemma":[0.00031721298,0.00004229982,0.00009266393,0.00016140443,0.000060202274,0.00006477389,0.000058540347,0.00015807609,0.0000024488938],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005166888,0.0006324236,0.051406223,0.0030140327,0.0011372137,0.000024119998,0.0020562403,0.000103948034,0.8516934,0.08660967,0.0020241924,0.00078183605],"study_design_scores_gemma":[0.008155054,0.03158179,0.5342289,0.023805365,0.00084889535,0.00081257394,0.033480544,0.0014669277,0.31583446,0.010865385,0.035684016,0.0032360347],"about_ca_topic_score_codex":0.00010803423,"about_ca_topic_score_gemma":0.00004787271,"teacher_disagreement_score":0.5358589,"about_ca_system_score_codex":0.000022352575,"about_ca_system_score_gemma":0.000013524267,"threshold_uncertainty_score":0.17249367},"labels":[],"label_agreement":null},{"id":"W2976331814","doi":"10.5539/jas.v11n17p57","title":"Nutrient Dynamics of an Aquaponic System in Southern Thailand","year":2019,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Walailak University; Thailand Research Fund","keywords":"Aquaponics; Animal science; Nutrient; Nile tilapia; Hydroponics; Alkalinity; Oreochromis; Chemistry; Fish farming; Aquaculture; Biology; Fish ; Fishery; Agronomy; Ecology","score_opus":0.008435666426995976,"score_gpt":0.21185808671402498,"score_spread":0.203422420287029,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2976331814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976335,0.00007983096,0.0000028873467,0.0002146241,0.00047717933,0.00016943461,0.000016296817,0.000008052172,0.0013981852],"genre_scores_gemma":[0.9996023,0.0000073209153,0.00011007109,0.000011429452,0.00011326468,0.0000010405122,0.00000572323,6.2502295e-7,0.00014820206],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9980945,0.000059323967,0.0006789257,0.00019132851,0.000695984,0.0002799356],"domain_scores_gemma":[0.998568,0.0000639578,0.000679531,0.000076751494,0.00051675196,0.00009499826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015507998,0.000117188894,0.00029372625,0.00007067417,0.000105753505,0.00009058929,0.0007526007,0.00006882859,0.000037908845],"category_scores_gemma":[0.000033288423,0.000036458114,0.00009469673,0.0016131793,0.000105801126,0.00049110013,0.000063491934,0.00019033482,0.000018057779],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000598468,0.00030564266,0.028384866,0.000047658617,0.00001594852,0.000011643287,0.0010730842,0.0010436269,0.92209494,0.043009844,0.000033683158,0.003919224],"study_design_scores_gemma":[0.0015020253,0.0033631725,0.8870307,0.0010136255,0.000034742647,0.0009736103,0.07660844,0.014230881,0.01230171,0.0011063793,0.0009986581,0.0008360391],"about_ca_topic_score_codex":0.00024206504,"about_ca_topic_score_gemma":0.00061107596,"teacher_disagreement_score":0.9097932,"about_ca_system_score_codex":0.0002728376,"about_ca_system_score_gemma":0.00005637108,"threshold_uncertainty_score":0.14867187},"labels":[],"label_agreement":null},{"id":"W2982018731","doi":"10.1111/raq.12390","title":"Methanogenic and fertilizing potential of aquaculture waste: towards freshwater farms energy self‐sufficiency in the framework of blue growth","year":2019,"lang":"en","type":"article","venue":"Reviews in Aquaculture","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Bundesministerium für Bildung und Forschung; Directorate-General for the Environment; World Bank Group","keywords":"Aquaculture; Biogas; Biofertilizer; Manure; Fish farming; Biomass (ecology); Biology; Agriculture; Bioenergy; Agronomy; Environmental science; Biotechnology; Biofuel; Fishery; Fish ; Ecology","score_opus":0.014577628493854447,"score_gpt":0.2441969041316381,"score_spread":0.22961927563778367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982018731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9774321,0.01974726,0.000031603784,0.00065793126,0.00017608795,0.00064929255,0.000042911084,0.000012324344,0.001250505],"genre_scores_gemma":[0.994002,0.004808978,0.0006725915,0.00023851018,0.00008387714,0.000032568634,0.000043171003,0.0000023867667,0.00011593143],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99766016,0.00039392847,0.0009148927,0.00037039985,0.00035582372,0.00030477328],"domain_scores_gemma":[0.99919486,0.0000920681,0.00038328522,0.00017610287,0.00012221148,0.000031447373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001349452,0.0002445285,0.0006420861,0.000048171427,0.00006561313,0.000032546217,0.00058965664,0.00031040027,0.00010535599],"category_scores_gemma":[0.00009897498,0.000077852776,0.00019323302,0.0013108717,0.00006480434,0.000110366695,0.00010644381,0.00037071816,0.000006919392],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008521593,0.0010827848,0.009223578,0.0011336538,0.00009729277,0.000015851516,0.013906717,0.000065909924,0.6537424,0.2912032,0.0009120515,0.028531382],"study_design_scores_gemma":[0.0029648824,0.002765364,0.037578113,0.009130772,0.00038775682,0.0002647574,0.03185088,0.0061689313,0.04974979,0.034770746,0.8207961,0.0035719147],"about_ca_topic_score_codex":0.00044586885,"about_ca_topic_score_gemma":0.0009040147,"teacher_disagreement_score":0.81988406,"about_ca_system_score_codex":0.000031931013,"about_ca_system_score_gemma":0.000014892753,"threshold_uncertainty_score":0.3174744},"labels":[],"label_agreement":null},{"id":"W3000495213","doi":"10.1016/j.bej.2020.107493","title":"Phosphorus delays the onset of nitrification during aerobic digestion of aquaculture/aquaponic solid waste","year":2020,"lang":"en","type":"article","venue":"Biochemical Engineering Journal","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lethbridge College","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nitrification; Aquaponics; Bioreactor; Mineralization (soil science); Phosphorus; Chemistry; Nitrate; Aerobic digestion; Ammonium; Environmental chemistry; Recirculating aquaculture system; Nitrogen; Aquaculture; Pulp and paper industry; Environmental engineering; Animal science; Activated sludge; Wastewater; Environmental science; Biology; Fish ; Fishery","score_opus":0.012089125657926672,"score_gpt":0.19815164918023256,"score_spread":0.1860625235223059,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000495213","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99768764,0.0008147721,0.00031331147,0.0009099181,0.000116096606,0.00009588396,0.000016177275,0.000020217412,0.000026005095],"genre_scores_gemma":[0.99932086,0.00012449616,0.00022726019,0.00002475611,0.00026896322,0.0000037729617,0.00001905018,0.0000021064577,0.000008755055],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989386,0.000023992596,0.00049013086,0.00012816112,0.00023767896,0.00018140582],"domain_scores_gemma":[0.99936974,0.0000701936,0.00026632493,0.000060060098,0.00015787916,0.00007579245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024839598,0.00011648549,0.00018346538,0.000015433283,0.00010901018,0.000032801763,0.00030504024,0.00010090599,0.000021483336],"category_scores_gemma":[0.00017014022,0.00004673497,0.0001191384,0.00047084066,0.000038720118,0.000055363067,0.000039059778,0.0002990413,0.0000037405596],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026973556,0.000026460064,0.00014269001,0.000018933253,0.000024319199,0.0000010921183,0.00010004365,0.0018434543,0.9966953,0.0007338809,0.00018207893,0.00020478768],"study_design_scores_gemma":[0.00025863608,0.00015781213,0.0037910864,0.00013493627,0.000028717895,0.000115222436,0.00022878316,0.015748102,0.97841746,0.00011099424,0.0008122743,0.00019596405],"about_ca_topic_score_codex":0.000012148946,"about_ca_topic_score_gemma":3.8731773e-7,"teacher_disagreement_score":0.018277816,"about_ca_system_score_codex":0.000035689583,"about_ca_system_score_gemma":0.000015826732,"threshold_uncertainty_score":0.19057968},"labels":[],"label_agreement":null},{"id":"W3010990397","doi":"10.21083/ruralreview.v2i1.6071","title":"Aquaponics for Sustainability and Food Security in Rural Ontario","year":2018,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Guelph","funders":"Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Business; Sustainability; Food security; Context (archaeology); Aquaponics; Capacity building; Order (exchange); Environmental resource management; Aquaculture; Stakeholder; Environmental planning; Environmental economics; Agriculture; Economic growth; Geography; Fish ; Fishery; Economics; Political science; Public relations; Ecology","score_opus":0.02361921627695371,"score_gpt":0.28599216909964886,"score_spread":0.2623729528226951,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010990397","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99056023,0.0049030255,0.00000265075,0.00242495,0.00014633745,0.0010268934,0.0000134642205,0.00003172363,0.0008907072],"genre_scores_gemma":[0.9966898,0.00042363466,0.0002453713,0.00085107476,0.00023249324,0.00010019014,0.00018949587,0.0000029239886,0.0012649965],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99818945,0.000058272548,0.0006774,0.00028454512,0.00019978038,0.00059057743],"domain_scores_gemma":[0.99924815,0.00012903792,0.00019125141,0.0000937604,0.00020576389,0.00013203143],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089684303,0.00030376314,0.0004954149,0.000057765905,0.00050693366,0.00013127108,0.00020876828,0.0001390194,0.000074881245],"category_scores_gemma":[0.000119645934,0.00014882306,0.00007239555,0.0003956269,0.000118183176,0.0001971744,0.000116540316,0.00027237984,0.0000058330097],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033066326,0.00026234,0.6700483,0.0019493705,0.00018943097,0.000009164729,0.03228166,0.0000017422598,0.0005225279,0.1038565,0.005058591,0.18548973],"study_design_scores_gemma":[0.0007703128,0.000961308,0.33616978,0.002660077,0.000035909612,0.00005919914,0.0015806411,0.00007412827,0.00007964344,0.024863584,0.63183236,0.00091304537],"about_ca_topic_score_codex":0.1230312,"about_ca_topic_score_gemma":0.6985454,"teacher_disagreement_score":0.6267738,"about_ca_system_score_codex":0.0008925287,"about_ca_system_score_gemma":0.0005194156,"threshold_uncertainty_score":0.8828086},"labels":[],"label_agreement":null},{"id":"W3042314863","doi":"10.5539/jas.v12n8p1","title":"Biochar Effects on Nutrients Retention and Release of Hydroponics Growth Media","year":2020,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"University of Southern Queensland","keywords":"Biochar; Nutrient; Leaching (pedology); Hydroponics; Chemistry; Potassium; Agronomy; Nitrate; Environmental science; Soil water; Biology; Soil science","score_opus":0.01524639943465824,"score_gpt":0.21134116214467538,"score_spread":0.19609476271001713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3042314863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99568135,0.00022932325,0.0000042926827,0.0034201099,0.00032499764,0.00011727998,0.000008127328,0.000008551011,0.00020594933],"genre_scores_gemma":[0.99917585,0.00015205592,0.00013232655,0.00019646333,0.0003300336,8.432757e-7,0.0000033765054,5.8430203e-7,0.000008469736],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983791,0.00005258131,0.00045591788,0.00019906567,0.00071050576,0.00020283827],"domain_scores_gemma":[0.99844515,0.00015988255,0.0005564494,0.000033983248,0.0006031757,0.00020134357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060156744,0.00011741399,0.00023068472,0.00003583845,0.00021218605,0.00007474614,0.00040469467,0.000058190748,0.000014122857],"category_scores_gemma":[0.000571357,0.000037753573,0.00008959064,0.0013743306,0.00017106535,0.00033886053,0.00007393166,0.00018578127,0.00000694219],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033435543,0.00004679339,0.00075018866,0.000020800962,0.000007572774,0.0000049333953,0.00021245496,0.000008159739,0.99008495,0.004980532,0.0004042364,0.003445927],"study_design_scores_gemma":[0.0009230025,0.004240241,0.46910134,0.0004859086,0.000060243,0.00016252762,0.0011323249,0.00036689674,0.5197546,0.0016881331,0.0016204609,0.00046433703],"about_ca_topic_score_codex":0.000014670474,"about_ca_topic_score_gemma":0.000003574488,"teacher_disagreement_score":0.4703304,"about_ca_system_score_codex":0.00004469146,"about_ca_system_score_gemma":0.000024802745,"threshold_uncertainty_score":0.1631985},"labels":[],"label_agreement":null},{"id":"W3047320135","doi":"10.3389/fpls.2020.01169","title":"Aquaponic and Hydroponic Solutions Modulate NaCl-Induced Stress in Drug-Type Cannabis sativa L.","year":2020,"lang":"en","type":"article","venue":"Frontiers in Plant Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Guelph","funders":"","keywords":"Aquaponics; Inflorescence; Chemistry; Chlorophyll fluorescence; Plant physiology; Factorial experiment; Horticulture; Photosynthesis; Chlorophyll; Botany; Biology; Biochemistry","score_opus":0.023256882338170616,"score_gpt":0.21975438700454689,"score_spread":0.19649750466637628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047320135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940625,0.00035175428,0.000022589442,0.0036492073,0.0007630106,0.0002879481,0.00009882518,0.000036292477,0.00072790816],"genre_scores_gemma":[0.99919605,0.00011203916,0.00028492673,0.00020472614,0.00007629898,0.000011052498,0.000033628203,0.0000015527329,0.00007970121],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99794215,0.00007928958,0.00037995435,0.00058230234,0.00040639102,0.00060994044],"domain_scores_gemma":[0.9995357,0.00003874305,0.00011065355,0.00009476383,0.000072114955,0.00014803768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008394135,0.000167812,0.0002556892,0.00011335851,0.00038161245,0.0001238908,0.0005618616,0.000088037385,0.000018148228],"category_scores_gemma":[0.00014873137,0.00008711852,0.000027869632,0.0027920369,0.00026657613,0.000319921,0.00018345047,0.0003092854,0.000009409609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020973096,0.00041471524,0.19361998,0.00008646754,0.000035172965,0.0001759473,0.006580215,0.0030715254,0.71989465,0.032806996,0.016949905,0.026154703],"study_design_scores_gemma":[0.0015044614,0.0008257551,0.19832036,0.00046527744,0.00002231513,0.00006931144,0.0067002163,0.73958117,0.014941848,0.007909655,0.027624657,0.0020349545],"about_ca_topic_score_codex":0.0017465815,"about_ca_topic_score_gemma":0.0029435356,"teacher_disagreement_score":0.7365097,"about_ca_system_score_codex":0.00016783208,"about_ca_system_score_gemma":0.0001208757,"threshold_uncertainty_score":0.355259},"labels":[],"label_agreement":null},{"id":"W3104517885","doi":"10.1139/cjps-2020-0107","title":"Potassium and micronutrient fertilizer addition in a mock aquaponic system for drug-type Cannabis sativa L. cultivation","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Plant Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Micronutrient; Fertilizer; Aquaponics; Inflorescence; Nutrient; Agronomy; Shoot; Cannabis sativa; Chemistry; Biology; Horticulture; Ecology","score_opus":0.01797992834220849,"score_gpt":0.20418796057189223,"score_spread":0.18620803222968374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3104517885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992947,0.00023291889,0.000026541622,0.0055687097,0.00040618452,0.00025992843,0.0003686057,0.0000055325454,0.00018458834],"genre_scores_gemma":[0.9994224,0.000009542701,0.00011053878,0.00024546252,0.00014314365,0.0000042630486,0.00003218007,9.565046e-7,0.000031551583],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99890256,0.000034763103,0.00038114708,0.00019202758,0.00019776645,0.00029173263],"domain_scores_gemma":[0.99904126,0.000057320496,0.00023618875,0.00003219383,0.0003144577,0.0003185921],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073302386,0.00009075852,0.00016418628,0.00009439308,0.00032288546,0.00013910617,0.0002736254,0.000044226195,0.00001515238],"category_scores_gemma":[0.0002022323,0.00004386976,0.000033737124,0.0009836741,0.00012228958,0.00025059574,0.000013579378,0.00012220276,0.0000026981725],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022890251,0.00004729608,0.009545614,0.00013266977,0.000020395319,0.00008880414,0.0031602588,0.00027045349,0.926964,0.02231532,0.031069862,0.006156449],"study_design_scores_gemma":[0.0041100355,0.003645877,0.14240196,0.002447039,0.000092392605,0.0013783545,0.018386248,0.047795158,0.08713461,0.003038528,0.68744963,0.0021201484],"about_ca_topic_score_codex":0.0016531432,"about_ca_topic_score_gemma":0.008815424,"teacher_disagreement_score":0.8398294,"about_ca_system_score_codex":0.0002386856,"about_ca_system_score_gemma":0.00043065843,"threshold_uncertainty_score":0.4919213},"labels":[],"label_agreement":null},{"id":"W3117194739","doi":"10.5539/sar.v10n1p46","title":"A Comprehensive Review on Sustainable Industrial Vertical Farming Using Film Farming Technology","year":2020,"lang":"en","type":"review","venue":"Sustainable Agriculture Research","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of New Brunswick; Carleton University","funders":"","keywords":"Arable land; Agriculture; Population; Agricultural engineering; Environmental science; Agricultural economics; Sustainable agriculture; Yield (engineering); Water use; Agricultural science; Business; Agroforestry; Economics; Agronomy; Engineering; Geography; Biology","score_opus":0.18545115517567226,"score_gpt":0.4004940971958643,"score_spread":0.21504294202019206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3117194739","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000158158,0.9892609,0.0000026131518,0.0021436568,0.00018050191,0.00534787,0.00005121062,0.00018352037,0.002671551],"genre_scores_gemma":[0.00018950575,0.9923555,0.000024203195,0.00020843906,0.0014651335,0.0006076998,0.0004140807,0.000018256547,0.004717184],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99126077,0.0014302456,0.0014228198,0.0015207233,0.0015874092,0.0027780568],"domain_scores_gemma":[0.99456316,0.0011334841,0.00038637116,0.0004080574,0.003155947,0.0003529504],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0023056918,0.0009199163,0.0027525537,0.00041663388,0.0021882874,0.0005403282,0.0017906352,0.0016739459,0.00021440626],"category_scores_gemma":[0.0019888643,0.00035571045,0.0006716426,0.013433556,0.0003158908,0.0002277441,0.0016012836,0.0046270904,0.0001941359],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042256503,0.00037431123,0.0000027034002,0.07926084,0.0004127491,0.0031056707,0.000077391334,0.000012585486,0.00019408631,0.10445513,0.05830974,0.7537525],"study_design_scores_gemma":[0.00015136637,0.000486565,2.68431e-7,0.019912247,0.00020668693,0.00018836546,0.0045426846,0.000024408402,0.000012303737,0.0006338617,0.9731212,0.0007200207],"about_ca_topic_score_codex":0.0005151181,"about_ca_topic_score_gemma":0.000010196366,"teacher_disagreement_score":0.9148115,"about_ca_system_score_codex":0.002077895,"about_ca_system_score_gemma":0.0009060367,"threshold_uncertainty_score":0.9998895},"labels":[],"label_agreement":null},{"id":"W3137434207","doi":"10.36713/epra6538","title":"A REVIEW ON EFFECT OF POTASSIUM AND CALCIUM ON DIFFERENT PARAMETERS ON PLANTS UNDER HYDROPONIC CONDITION","year":2021,"lang":"en","type":"review","venue":"EPRA International Journal of Research & Development (IJRD)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Hydroponics; Potassium; Ornamental plant; Calcium; Nutrient; Shoot; Agronomy; Yield (engineering); Productivity; Crop; Horticulture; Chemistry; Environmental science; Biology; Materials science","score_opus":0.13015315132766592,"score_gpt":0.43210990329497895,"score_spread":0.30195675196731303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3137434207","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035425052,0.96033096,0.0000055271917,0.0013231136,0.001249043,0.00090423744,0.00011793972,0.0000093199,0.00063481985],"genre_scores_gemma":[0.015969291,0.98271763,0.000030582953,0.0002409064,0.0002934489,0.000058366546,0.00035739728,0.000006605574,0.00032576348],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99453586,0.0012088743,0.0013249976,0.00041067405,0.00216574,0.00035384414],"domain_scores_gemma":[0.99549633,0.0025020803,0.0010443833,0.00012772846,0.00068695546,0.00014252897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003579349,0.00037502308,0.0013303148,0.000374632,0.00017833424,0.0001503627,0.00079528487,0.00021439385,0.00021888755],"category_scores_gemma":[0.0005290237,0.00014473328,0.00037748486,0.00042619932,0.00011289482,0.00007375595,0.00018836014,0.001174903,0.000049017985],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015552236,0.00038019143,0.000023723625,0.0031134742,0.0009131826,0.0001498085,0.00002706345,0.000006483478,0.00010719215,0.0021067492,0.007870087,0.9851465],"study_design_scores_gemma":[0.00033604575,0.0021178366,0.00022197988,0.1355282,0.000075568525,0.00022339413,0.000026845231,0.000005931648,0.00065247825,0.00011752169,0.86037534,0.0003188463],"about_ca_topic_score_codex":0.000011697277,"about_ca_topic_score_gemma":0.000010344868,"teacher_disagreement_score":0.9848277,"about_ca_system_score_codex":0.00063681917,"about_ca_system_score_gemma":0.00025350106,"threshold_uncertainty_score":0.5902052},"labels":[],"label_agreement":null},{"id":"W3159991746","doi":"","title":"Environmental and Economic Implications of Small-Scale Canadian Aquaponics: A Life Cycle Study","year":2021,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquaponics; Scale (ratio); Environmental science; Geography; Environmental resource management; Natural resource economics; Economics; Fishery; Cartography; Biology; Fish ","score_opus":0.009488873159125376,"score_gpt":0.18142885942779402,"score_spread":0.17193998626866863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159991746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99773866,0.00016421096,9.931876e-8,0.00054950005,0.00011467457,0.00030704547,0.000427323,0.000008070715,0.00069043296],"genre_scores_gemma":[0.9781364,0.00012611478,0.00006294004,0.000010207536,0.00002766238,0.0000011342546,0.00085725595,0.0000021026842,0.02077615],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99921566,0.000046861605,0.00017776272,0.00030044772,0.00008406411,0.00017518527],"domain_scores_gemma":[0.9994555,0.000030028423,0.00023264074,0.00012051843,0.000042216354,0.000119114025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001274975,0.00013717319,0.00029860568,0.000063830616,0.00027428046,0.000022797001,0.0002609175,0.00017122497,0.0005325467],"category_scores_gemma":[0.0000030453903,0.00009319362,0.00008623714,0.00010236808,0.00005544685,0.000058476424,0.000050224124,0.00011861207,0.00001753894],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003212363,0.002534735,0.28584456,0.00055461656,0.0018526956,0.00006251509,0.3184846,0.00033153035,0.31761447,0.008337024,0.0025104482,0.061551567],"study_design_scores_gemma":[0.0003353685,0.00030129706,0.5699148,0.00005492034,0.00013283629,0.0000032240175,0.42660508,0.00023380597,0.00026857786,0.00017039751,0.0016242135,0.0003554414],"about_ca_topic_score_codex":0.6348788,"about_ca_topic_score_gemma":0.9846236,"teacher_disagreement_score":0.34974483,"about_ca_system_score_codex":0.00010778953,"about_ca_system_score_gemma":0.000102607875,"threshold_uncertainty_score":0.58310133},"labels":[],"label_agreement":null},{"id":"W3164429482","doi":"10.21061/aaec-246np","title":"Impacts of COVID-19 on U.S. aquaculture, aquaponics, and allied businesses: Quarter 1 - March 23, 2020 to April 10, 2020","year":2021,"lang":"en","type":"report","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Aquaponics; Coronavirus disease 2019 (COVID-19); Fishery; Aquaculture; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Fish ; Geography; Biology; Medicine; Virology; Archaeology; Outbreak; Infectious disease (medical specialty); Internal medicine","score_opus":0.043478341618274956,"score_gpt":0.3059996058575404,"score_spread":0.2625212642392654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3164429482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47631252,0.019521063,0.00017943575,0.12516084,0.008902087,0.008604518,0.0075937393,0.00074574316,0.35298005],"genre_scores_gemma":[0.90021455,0.012061739,0.00070846995,0.005422987,0.003012275,0.00019314888,0.010019796,0.00003214097,0.06833491],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953629,0.00017897904,0.0012752567,0.0011500535,0.0014021801,0.0006306594],"domain_scores_gemma":[0.9966163,0.0004501106,0.0006656063,0.00036426733,0.0014017624,0.00050197495],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001517147,0.0006356387,0.0011626848,0.00008361318,0.00032169773,0.00031038513,0.0006225792,0.0007804172,0.0036372403],"category_scores_gemma":[0.0012300502,0.00026208808,0.00027745334,0.0017043334,0.00011978628,0.00009602169,0.00033536358,0.0005189595,0.00018851527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014560098,0.0003899418,0.000579022,0.0007823543,0.00027376812,0.00011145393,0.00022864748,0.0000212454,0.016639043,0.0037073703,0.97433496,0.0027866145],"study_design_scores_gemma":[0.00026122126,0.0005957432,0.0019632215,0.0003028603,0.000060477978,0.000093720446,0.0006339751,0.000040864288,0.00027372138,0.0003344674,0.99470913,0.0007305815],"about_ca_topic_score_codex":0.004972999,"about_ca_topic_score_gemma":0.009149005,"teacher_disagreement_score":0.423902,"about_ca_system_score_codex":0.00036578593,"about_ca_system_score_gemma":0.00096447184,"threshold_uncertainty_score":0.99998313},"labels":[],"label_agreement":null},{"id":"W3165081356","doi":"10.21061/aaec-238np","title":"Impacts of COVID-19 on U.S. aquaculture, aquaponics, and allied businesses located in the USDA North Central Aquaculture Region: Quarter 1 Results March 23, 2020 to April 10, 2020","year":2021,"lang":"en","type":"report","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquaculture; Quarter (Canadian coin); Aquaponics; Coronavirus disease 2019 (COVID-19); Fishery; Geography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Fish ; Biology; Outbreak; Virology; Archaeology; Medicine; Infectious disease (medical specialty)","score_opus":0.048301744341967406,"score_gpt":0.2883810226115328,"score_spread":0.2400792782695654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3165081356","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7910947,0.007847377,0.000041350795,0.1419456,0.0030312147,0.007140111,0.0056213615,0.00030161737,0.042976666],"genre_scores_gemma":[0.972904,0.006328166,0.00006432501,0.0023165452,0.0009783017,0.0000821939,0.010213623,0.000012205438,0.0071006175],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99398166,0.0004658405,0.0017187414,0.0013296566,0.0016081482,0.0008959297],"domain_scores_gemma":[0.99636054,0.0005976138,0.0008806347,0.0005072237,0.001273477,0.00038053625],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015766543,0.00077046175,0.0011484035,0.000094848285,0.0003787573,0.0003953046,0.0010124894,0.0008368622,0.00027482846],"category_scores_gemma":[0.001618611,0.00027957652,0.00026969987,0.0032965038,0.00015542614,0.00012817788,0.00023766786,0.0009204035,0.00003779143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007926732,0.000735844,0.0046958164,0.0007440255,0.0002441751,0.00055443647,0.0018757401,0.00017290506,0.0011693565,0.0017034538,0.9857027,0.0016088776],"study_design_scores_gemma":[0.0007941742,0.0007457922,0.04228337,0.0005576389,0.000076817785,0.0002859046,0.003070285,0.00007635531,0.00008528894,0.00011737702,0.9509569,0.0009501277],"about_ca_topic_score_codex":0.011750417,"about_ca_topic_score_gemma":0.10433038,"teacher_disagreement_score":0.18180932,"about_ca_system_score_codex":0.0004213552,"about_ca_system_score_gemma":0.0009067449,"threshold_uncertainty_score":0.99996567},"labels":[],"label_agreement":null},{"id":"W3167446380","doi":"10.1016/j.procir.2021.05.009","title":"An ontology model to support the automated design of aquaponic grow beds","year":2021,"lang":"en","type":"article","venue":"Procedia CIRP","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aquaponics; Agricultural engineering; Footprint; Systems design; Engineering; Selection (genetic algorithm); Agriculture; Computer science; Aquaculture; Fish ; Systems engineering; Artificial intelligence; Ecology; Biology","score_opus":0.052834915709289866,"score_gpt":0.2880172187977187,"score_spread":0.23518230308842883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167446380","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98908967,0.00015382376,0.0026647092,0.004466358,0.0003108202,0.00051275926,0.000054242755,0.000237903,0.0025097246],"genre_scores_gemma":[0.9975172,0.000014965394,0.0011524892,0.00080582534,0.00010015067,0.000053758846,0.000059919374,0.0000018021045,0.00029386167],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988251,0.00008995981,0.00032838972,0.00027538536,0.0002051726,0.00027600076],"domain_scores_gemma":[0.99924105,0.0001113951,0.00011055768,0.0001416267,0.00032860346,0.000066773224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053062727,0.000115124654,0.00019344466,0.000017343922,0.0001847577,0.000049994163,0.00040004458,0.00010881911,0.00014083591],"category_scores_gemma":[0.00010756594,0.00004354877,0.000050097493,0.0006436997,0.000047246624,0.00008385669,0.000059376616,0.00010627407,0.00003995729],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043158663,0.00034751798,0.0010866403,0.00003223142,0.00004634579,0.000012453689,0.0011540063,0.009189735,0.90722704,0.062583804,0.008400813,0.0098762335],"study_design_scores_gemma":[0.0003326255,0.0013409143,0.0046918984,0.000041260482,0.00004939678,0.00009332812,0.0008969984,0.9248729,0.04022917,0.01980405,0.0070656533,0.0005818212],"about_ca_topic_score_codex":0.000052123072,"about_ca_topic_score_gemma":0.00032373058,"teacher_disagreement_score":0.91568315,"about_ca_system_score_codex":0.000026988531,"about_ca_system_score_gemma":0.00012525749,"threshold_uncertainty_score":0.17758673},"labels":[],"label_agreement":null},{"id":"W3178533097","doi":"10.2139/ssrn.3857901","title":"AllFactory: An Aquaponics 4.0 Transdisciplinary Educational and Applied Research Learning Factory at the University of Alberta","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Aquaponics; Factory (object-oriented programming); Engineering; Environmental science; Computer science","score_opus":0.03164255460655404,"score_gpt":0.2654280434843164,"score_spread":0.23378548887776238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3178533097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99189574,0.0015010852,0.000018646095,0.0037258128,0.000062972395,0.000077130215,0.0000039791066,0.000004747813,0.0027099098],"genre_scores_gemma":[0.9914733,0.0014599871,0.0000112901935,0.000014594784,0.00013006365,6.6375264e-7,0.000047121237,0.0000016663938,0.0068612793],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9982508,0.00030810054,0.00016848659,0.00020720184,0.00031033938,0.00075507164],"domain_scores_gemma":[0.9991731,0.00037849104,0.00010532801,0.00007248371,0.00021282579,0.00005776227],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0020319973,0.00008535066,0.00012152657,0.000022231485,0.0014675964,0.000046014018,0.00027329265,0.00008391421,0.0003964091],"category_scores_gemma":[0.00003816957,0.000038572376,0.000056068817,0.00035785412,0.00017061713,0.000095211624,0.000097460805,0.0012728423,0.000012405064],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000166214,0.00033176434,0.0063286764,0.000016016009,0.00019679617,0.0000032427006,0.007305152,0.00026559018,0.17187107,0.79166865,0.00032734004,0.021519484],"study_design_scores_gemma":[0.0015821676,0.0021631296,0.08920048,0.000102401864,0.00011593405,0.00131799,0.27435163,0.001396686,0.0026914163,0.46451402,0.16149049,0.0010736575],"about_ca_topic_score_codex":0.0002527392,"about_ca_topic_score_gemma":0.02794237,"teacher_disagreement_score":0.32715464,"about_ca_system_score_codex":0.00034802235,"about_ca_system_score_gemma":0.00072728854,"threshold_uncertainty_score":0.99983233},"labels":[],"label_agreement":null},{"id":"W3186267709","doi":"10.46947/joaasr342021124","title":"Home - level Hydroponic Microgreens as Nutritional Supplements","year":2021,"lang":"en","type":"article","venue":"JOURNAL OF ADVANCED APPLIED SCIENTIFIC RESEARCH","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Alberta Innovates - Health Solutions","keywords":"Business; Hydroponics; Micronutrient; Health benefits; Human nutrition; Consumption (sociology); Resource (disambiguation); Biotechnology; Advertising; Agricultural economics; Food science; Biology; Medicine; Economics; Traditional medicine; Horticulture; Computer science; Social science","score_opus":0.0966696781759827,"score_gpt":0.3575150245668157,"score_spread":0.260845346390833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3186267709","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99236596,0.0006455837,0.000022812925,0.002083241,0.00089449994,0.00021637946,0.00013024017,0.0000099559375,0.0036313187],"genre_scores_gemma":[0.99344915,0.000118763564,0.0018845024,0.000059249232,0.0004381918,0.00001380832,0.00014358568,0.0000026403225,0.0038900927],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962345,0.00016130696,0.00072546693,0.00040704507,0.0018550493,0.00061664183],"domain_scores_gemma":[0.99681914,0.00033265958,0.00027302813,0.0001691138,0.0022242856,0.00018179826],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003877622,0.0001347192,0.000273131,0.00016071124,0.0010547908,0.0005452703,0.0006832788,0.00009455668,0.0014676972],"category_scores_gemma":[0.00014603407,0.0000642329,0.00015590971,0.002445804,0.0003120475,0.00021843032,0.00021945802,0.0006351564,0.00015788183],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000624913,0.0002883371,0.000118765296,0.000011613207,0.000027115082,0.00006420924,0.00006206245,0.000044761877,0.95965034,0.019064669,0.007372073,0.013233592],"study_design_scores_gemma":[0.0011864648,0.0003801001,0.0021221763,0.000121491255,0.000010632033,0.0003998085,0.0027133087,0.00008241859,0.16835248,0.06714653,0.75715524,0.0003293481],"about_ca_topic_score_codex":0.0000075858993,"about_ca_topic_score_gemma":0.00008378418,"teacher_disagreement_score":0.79129785,"about_ca_system_score_codex":0.00018483395,"about_ca_system_score_gemma":0.00029428705,"threshold_uncertainty_score":0.9994451},"labels":[],"label_agreement":null},{"id":"W3193806512","doi":"10.1007/s00253-021-11529-y","title":"Development of an aquaponics microbial inoculum for efficient nitrification at acidic pH","year":2021,"lang":"en","type":"article","venue":"Applied Microbiology and Biotechnology","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nitrification; Aquaponics; Nitrifying bacteria; Ammonium; Biology; Microorganism; Environmental chemistry; Bacteria; Chemistry; Food science; Nitrogen; Fish ; Aquaculture; Fishery","score_opus":0.013287843329489556,"score_gpt":0.214156511188319,"score_spread":0.20086866785882942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3193806512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99779594,0.00032397028,0.0002968729,0.0008282617,0.00015173762,0.00033217188,0.00009971605,0.00005674997,0.00011460477],"genre_scores_gemma":[0.990193,0.000037422815,0.008498694,0.00013640246,0.00004115222,0.000047726688,0.0009703398,0.0000020376556,0.00007322665],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99876314,0.000030680745,0.00043271572,0.00045081865,0.00003137391,0.00029125705],"domain_scores_gemma":[0.99945974,0.00007032594,0.00020178992,0.00012596666,0.00011325125,0.000028920495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033708639,0.00015124181,0.000270359,0.000041775245,0.00036817047,0.000011703874,0.0002070228,0.00062247773,0.000036275113],"category_scores_gemma":[0.000020817868,0.00007945598,0.00004332983,0.0003324079,0.0003127552,0.000013094141,0.00016008287,0.00013706823,0.000012524377],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004477446,0.00012454407,0.000012293464,0.00001672288,0.000024830684,6.254776e-7,0.00007022688,0.0000021022965,0.93532926,0.04042156,0.00004113236,0.023911946],"study_design_scores_gemma":[0.00030961868,0.000081317194,0.00009534132,0.0000074236236,0.000011645529,0.0000704635,0.0003367638,0.000064554675,0.9008754,0.00031555304,0.09766946,0.00016244769],"about_ca_topic_score_codex":0.000006039827,"about_ca_topic_score_gemma":0.00040991136,"teacher_disagreement_score":0.09762833,"about_ca_system_score_codex":0.000048345122,"about_ca_system_score_gemma":0.000045434695,"threshold_uncertainty_score":0.48011184},"labels":[],"label_agreement":null},{"id":"W3209527451","doi":"10.9734/arja/2021/v14i430136","title":"Landless Urban Rooftop Farming Context of Soilless Culture for Microbe Frees Cultivation, Roof Security and Environmental Sustainability","year":2021,"lang":"en","type":"article","venue":"Asian Research Journal of Agriculture","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydroponics; Environmental science; Context (archaeology); Agriculture; Sustainability; Agronomy; Geography; Biology; Ecology","score_opus":0.01753032094207967,"score_gpt":0.2824737134261484,"score_spread":0.26494339248406873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209527451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.991496,0.0032144305,0.000024509205,0.004212853,0.00009634853,0.0003793589,0.00024895897,0.000005369833,0.00032215155],"genre_scores_gemma":[0.99855226,0.00024331645,0.0001516575,0.00003769509,0.00037419543,0.000010073547,0.00014452275,0.0000017554221,0.00048451358],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99804664,0.00028088863,0.00056755677,0.00024717496,0.0005235523,0.00033418828],"domain_scores_gemma":[0.99735856,0.00021739842,0.00034645892,0.00008093549,0.0018783276,0.00011833204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013076667,0.00014961933,0.00034786944,0.000037744103,0.00041491227,0.0001322733,0.0003011448,0.00020202778,0.00003155154],"category_scores_gemma":[0.00038705656,0.000057985002,0.0001630344,0.0005114873,0.00017509118,0.00020994195,0.00012612407,0.0004899165,4.5975364e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016823938,0.0008153763,0.026286632,0.00028387434,0.00024832675,0.000051049174,0.007903068,0.000012030199,0.8987612,0.013320417,0.026781784,0.025367966],"study_design_scores_gemma":[0.0024056649,0.0018471736,0.06427353,0.00056125387,0.00009600061,0.0007146949,0.31016964,0.0001277242,0.17218821,0.01733258,0.42952412,0.00075940526],"about_ca_topic_score_codex":0.00005505403,"about_ca_topic_score_gemma":0.00034922475,"teacher_disagreement_score":0.72657305,"about_ca_system_score_codex":0.00014626137,"about_ca_system_score_gemma":0.00007884173,"threshold_uncertainty_score":0.31912115},"labels":[],"label_agreement":null},{"id":"W3213084754","doi":"10.82308/28143","title":"Addressing challenges in controlled environment agriculture to grow food in northern Canada","year":2020,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Food security; Food systems; Food processing; Business; Natural resource economics; Agricultural economics; Environmental resource management; Environmental planning; Geography; Environmental science; Economics; Food science; Biology","score_opus":0.059028807504007644,"score_gpt":0.21153110963559923,"score_spread":0.1525023021315916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213084754","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9866198,0.0007317342,3.351527e-8,0.003558764,0.00015571337,0.0007404497,0.0002678784,0.000040328523,0.007885354],"genre_scores_gemma":[0.9984264,0.0001323558,0.000046700323,0.0011026497,0.000071941206,0.00012222506,0.000036017747,0.000005433985,0.000056268615],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973563,0.0002505737,0.00067203166,0.0006631918,0.000509027,0.00054887036],"domain_scores_gemma":[0.9992189,0.00017118141,0.00018324835,0.00011838463,0.00007125748,0.00023705063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005598166,0.00031330073,0.00052733894,0.000039260507,0.0003595045,0.000053100597,0.0004719553,0.00019313744,0.000076390774],"category_scores_gemma":[0.00023220533,0.00015164366,0.00009707049,0.0006708348,0.000019225068,0.00018183612,0.00017469234,0.00053160905,0.000047465088],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065350486,0.00078574923,0.005953137,0.00013912527,0.00019165798,0.00030605882,0.00013437256,0.003971706,0.5508773,0.12233427,0.000044682587,0.31460842],"study_design_scores_gemma":[0.009058812,0.0021825833,0.081970096,0.0007131392,0.000062249295,0.000041805255,0.0041476735,0.0007369763,0.022424927,0.007508292,0.86770374,0.003449707],"about_ca_topic_score_codex":0.033648036,"about_ca_topic_score_gemma":0.9025882,"teacher_disagreement_score":0.8689401,"about_ca_system_score_codex":0.00063861936,"about_ca_system_score_gemma":0.000023432067,"threshold_uncertainty_score":0.97278696},"labels":[],"label_agreement":null},{"id":"W3216261182","doi":"","title":"Effect of low temperature elicitor at different times on adventitious root culture of Hypericum perforatum","year":2021,"lang":"en","type":"article","venue":"Journal of Plant Process and Function","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Hypericum perforatum; Elicitor; Biology; Botany; Colletotrichum gloeosporioides; Hypericin; Traditional medicine; Horticulture; Medicine; Pharmacology","score_opus":0.00403142306524916,"score_gpt":0.20322661747584386,"score_spread":0.1991951944105947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3216261182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9981295,0.0009005899,0.0000020126045,0.00007733035,0.00050070067,0.00006833318,0.000069064576,0.000003207636,0.0002492985],"genre_scores_gemma":[0.99907964,0.00015683327,0.0000023474295,0.00001868602,0.00030340778,0.0000020536004,0.00006602924,8.916803e-7,0.0003701138],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99920684,0.000054190023,0.00031671242,0.000099930236,0.00023794931,0.00008438261],"domain_scores_gemma":[0.99919176,0.00006169902,0.00037571788,0.000028472836,0.0003097084,0.000032628926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019301762,0.00009854927,0.0002626487,0.000021825052,0.0001091084,0.000026754986,0.000060123963,0.00009971891,0.00006840868],"category_scores_gemma":[0.00003479996,0.000033430257,0.000083983236,0.00018316621,0.000019123874,0.00007232379,0.000015803336,0.00015160601,7.078229e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059183536,0.00019032035,0.0055615203,0.00037248223,0.00006972676,0.000010758785,0.000118149685,0.000066964094,0.9881959,0.00037909445,0.0016553632,0.002787918],"study_design_scores_gemma":[0.0013872674,0.012842916,0.030540043,0.0015860115,0.00019426018,0.0005587579,0.0008220008,0.0006132294,0.94166064,0.0004581165,0.009000123,0.00033662768],"about_ca_topic_score_codex":0.0000028848528,"about_ca_topic_score_gemma":0.000018825653,"teacher_disagreement_score":0.04653522,"about_ca_system_score_codex":0.000018109946,"about_ca_system_score_gemma":0.000010436939,"threshold_uncertainty_score":0.13632463},"labels":[],"label_agreement":null},{"id":"W3217430082","doi":"10.1007/978-981-16-5207-3_67","title":"A Cost-Effective Design for a Hydroponics Farm","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in intelligent systems and computing","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Algonquin College","funders":"","keywords":"Hydroponics; Environmentally friendly; Unavailability; Agricultural engineering; Agriculture; Food security; Population; Environmental science; Business; Environmental economics; Computer science; Engineering; Geography; Reliability engineering; Economics; Ecology; Agronomy","score_opus":0.05280742520501757,"score_gpt":0.29314071879621006,"score_spread":0.2403332935911925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217430082","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005254278,0.40239877,0.29117614,0.00039576332,0.013635097,0.033623487,0.0005797483,0.00045228726,0.2524844],"genre_scores_gemma":[0.8144245,0.025504174,0.0050257416,0.00046646048,0.004898695,0.0022789172,0.0009418458,0.000073061776,0.14638661],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977318,0.00007972677,0.00084278587,0.00070189306,0.00024023284,0.0004035307],"domain_scores_gemma":[0.9978539,0.0011828775,0.00050554844,0.0001231225,0.00026802107,0.00006657934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009149978,0.00040296774,0.0007040906,0.00006191754,0.00030377967,0.00018903606,0.00025370237,0.00032859633,0.000020972277],"category_scores_gemma":[0.00005891319,0.00020803788,0.00015723803,0.0001377104,0.0000723835,0.00007412667,0.00014134363,0.000354626,0.000007995285],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032981246,0.000036943882,0.000032184314,0.00025836346,0.00006925548,0.00001953909,0.00015853107,0.0062893117,0.00018344879,0.5620185,0.00006202379,0.4308389],"study_design_scores_gemma":[0.00016783089,0.00032317164,0.00000504004,0.001866948,0.000028622375,0.000059265185,0.0004257389,0.06338738,0.000090983594,0.009541329,0.92350334,0.0006003324],"about_ca_topic_score_codex":0.00006635917,"about_ca_topic_score_gemma":0.00029385427,"teacher_disagreement_score":0.92344135,"about_ca_system_score_codex":0.00018740165,"about_ca_system_score_gemma":0.000028712087,"threshold_uncertainty_score":0.8483538},"labels":[],"label_agreement":null},{"id":"W4205838369","doi":"10.21061/aaec-243np","title":"Impacts of COVID-19 on U.S. aquaculture, aquaponics, and allied businesses located in the USDA Western Aquaculture Region: Quarter 1 Results March 23, 2020 to April 10, 2020","year":2021,"lang":"en","type":"report","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquaponics; Aquaculture; Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Fishery; 2019-20 coronavirus outbreak; Fish ; Geography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Biology; Agricultural science; Outbreak; Virology; Medicine; Archaeology; Infectious disease (medical specialty)","score_opus":0.05832660389530779,"score_gpt":0.3077103196621755,"score_spread":0.2493837157668677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205838369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6209379,0.013024757,0.00006699078,0.27436605,0.0036472518,0.0093582235,0.0049982346,0.00042812992,0.07317247],"genre_scores_gemma":[0.96463233,0.0066713397,0.00006581314,0.0035447576,0.0010477336,0.00012346906,0.0072235377,0.000015493046,0.016675526],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994034,0.0005075222,0.0017646806,0.0013603483,0.0016191882,0.00071428926],"domain_scores_gemma":[0.99609774,0.0007488213,0.00093059253,0.00055893103,0.0013536952,0.0003102253],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023782977,0.00077602,0.0012118485,0.00010585453,0.00034673273,0.00045845562,0.0010681021,0.0009974764,0.0002467538],"category_scores_gemma":[0.0015993171,0.0002788506,0.00025162564,0.0029242563,0.00015386146,0.00013486484,0.00028098244,0.0008970984,0.000065276705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000830662,0.0007823138,0.0026560891,0.0009848659,0.00027199832,0.0006237627,0.0021189926,0.00008888105,0.003238756,0.0016581251,0.9848774,0.0018681464],"study_design_scores_gemma":[0.0007652286,0.0007844922,0.01147205,0.00081519125,0.000070583956,0.00036895892,0.0033494635,0.000040068833,0.0001316566,0.0001729635,0.98112583,0.0009034884],"about_ca_topic_score_codex":0.009718067,"about_ca_topic_score_gemma":0.05483542,"teacher_disagreement_score":0.34369445,"about_ca_system_score_codex":0.00034969102,"about_ca_system_score_gemma":0.00073314406,"threshold_uncertainty_score":0.9999664},"labels":[],"label_agreement":null},{"id":"W4206759601","doi":"10.22215/etd/2020-14061","title":"From Powering a City to Fueling its Citizens, Vertical Urban Farming in a New Light","year":2020,"lang":"en","type":"dissertation","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Downtown; Abandonment (legal); Urban agriculture; Food security; Leverage (statistics); Architectural engineering; Agriculture; Environmental planning; Engineering; Business; Geography; Political science; Computer science","score_opus":0.025966620755276743,"score_gpt":0.25779352640493125,"score_spread":0.2318269056496545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206759601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9717785,0.0003564192,0.000023856643,0.0026984753,0.00094999094,0.0003980489,0.000027043547,0.00009754983,0.023670077],"genre_scores_gemma":[0.99063605,0.00001968477,0.00028993038,0.0005136645,0.0011092403,0.000017972166,0.00080349675,0.000004069009,0.006605916],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981651,0.000034344386,0.0005721088,0.0005672045,0.00031351487,0.0003477705],"domain_scores_gemma":[0.9994811,0.00009619914,0.00007620181,0.000071871356,0.00009424871,0.000180372],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015033211,0.0002623534,0.0003938723,0.00004750835,0.00012806508,0.00018816067,0.0003682863,0.0003143919,0.00094493665],"category_scores_gemma":[0.0001752352,0.00012128367,0.00011028934,0.0008364022,0.0000035031192,0.0000661514,0.00007031895,0.00038636045,0.00016744515],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001872072,0.00009687639,0.0008013193,0.000059449518,0.00006837305,0.000058196558,0.005065356,0.000011613929,0.941861,0.019177401,0.012744627,0.019868614],"study_design_scores_gemma":[0.0013682483,0.0009272663,0.019732561,0.003279774,0.0001419724,0.000009681691,0.018841397,0.009936144,0.11269601,0.007389777,0.8209364,0.0047407956],"about_ca_topic_score_codex":0.0018056907,"about_ca_topic_score_gemma":0.008961567,"teacher_disagreement_score":0.829165,"about_ca_system_score_codex":0.000092225186,"about_ca_system_score_gemma":0.00006551951,"threshold_uncertainty_score":0.99996835},"labels":[],"label_agreement":null},{"id":"W4220758439","doi":"10.1201/9781003133254","title":"Hydroponic Food Production","year":2022,"lang":"fr","type":"book","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":191,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Environmental science; Economics","score_opus":0.033194028538490274,"score_gpt":0.22623248699217005,"score_spread":0.19303845845367978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220758439","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028193519,0.0025572418,0.0000097490365,0.012835221,0.009812629,0.0011578123,0.0002667195,0.00020394911,0.94496316],"genre_scores_gemma":[0.17463608,0.00037155117,0.000095235504,0.00037817252,0.002429545,0.00012178528,0.00090728985,0.000009185245,0.8210512],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99627995,0.00030066562,0.00089644216,0.0010459982,0.0007959653,0.00068096194],"domain_scores_gemma":[0.998664,0.00016142715,0.0005261696,0.00030359256,0.00022919467,0.0001156025],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001137911,0.0005249831,0.0005480464,0.00008542113,0.0016584272,0.00017150732,0.0007954653,0.00047224283,0.07743319],"category_scores_gemma":[0.00008670101,0.00025351447,0.00037724443,0.0009413685,0.00031319237,0.00017249389,0.00045071848,0.0009945326,0.0014486448],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000111928875,0.00019671056,0.00006459494,0.00006577723,0.0001240715,0.000006727812,0.00003738944,0.00015386174,0.0026407938,0.913734,0.07305896,0.009905889],"study_design_scores_gemma":[0.000080405414,0.0012031947,0.000110139736,0.00007075531,0.00005645067,0.00010478931,0.0002113762,0.00036402827,0.00016311408,0.01997656,0.97699744,0.00066177704],"about_ca_topic_score_codex":0.00026937627,"about_ca_topic_score_gemma":0.0007755677,"teacher_disagreement_score":0.9039385,"about_ca_system_score_codex":0.0010014132,"about_ca_system_score_gemma":0.00026477026,"threshold_uncertainty_score":0.9999917},"labels":[],"label_agreement":null},{"id":"W4226076174","doi":"10.5539/jas.v14n5p53","title":"Response of Ozone Treatment on Dissolved Oxygen Levels, Growth and Yield of Cucumber Crop Grown in Hydroponics in Cooled Green House. Season: Winter (December-March)","year":2022,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydroponics; Ozone; Yield (engineering); Crop; Nutrient; Horticulture; Chlorophyll; Agronomy; Green house; Growing season; Crop yield; Aquaponics; Pythium; Biology; Environmental science; Chemistry; Ecology","score_opus":0.028489019197133224,"score_gpt":0.2491805028959092,"score_spread":0.22069148369877598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226076174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99621975,0.00018771502,9.664033e-7,0.002933213,0.00014809544,0.00022809299,0.000037874364,0.0000059059817,0.00023839728],"genre_scores_gemma":[0.99959654,0.00006549455,0.000069042144,0.000056610505,0.000044817214,0.000006898756,0.000002423555,0.000001729547,0.00015643108],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99755764,0.0002453995,0.0008187668,0.00027104001,0.00078367634,0.00032348407],"domain_scores_gemma":[0.99856836,0.00035765677,0.0006465561,0.000078525314,0.0002502882,0.00009861257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018576367,0.00017502515,0.00042763047,0.00014162043,0.00021622321,0.000044546196,0.00056605827,0.00005667133,0.00008250106],"category_scores_gemma":[0.00017094259,0.000065908105,0.0001055295,0.0020167532,0.00024149503,0.0002827853,0.00020470624,0.00027595187,9.860986e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073506666,0.00051109376,0.011741903,0.000010597477,0.00001955584,0.000030427707,0.0008955266,0.0005339646,0.9835347,0.0007777889,0.00012958708,0.0010798177],"study_design_scores_gemma":[0.0009995584,0.004503216,0.96607554,0.00019915422,0.00001731354,0.00020772162,0.0019925262,0.00037623785,0.024253853,0.0002895349,0.00080507493,0.00028026418],"about_ca_topic_score_codex":0.001279791,"about_ca_topic_score_gemma":0.0011856768,"teacher_disagreement_score":0.95928085,"about_ca_system_score_codex":0.00031828939,"about_ca_system_score_gemma":0.00008876457,"threshold_uncertainty_score":0.26876548},"labels":[],"label_agreement":null},{"id":"W4226245057","doi":"10.5539/sar.v11n2p67","title":"Development of Drip Flow Technique Hydroponic in Growing Cucumber","year":2022,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydroponics; Coir; Nutrient; Horticulture; Crop yield; Crop; Cutting; Yield (engineering); Agronomy; Substrate (aquarium); Chemistry; Biology; Materials science","score_opus":0.031458741518879604,"score_gpt":0.29758026519809094,"score_spread":0.2661215236792113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226245057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98324895,0.0004522056,0.000019360334,0.00096175284,0.00008048558,0.0013493755,0.000012504686,0.00004731569,0.013828051],"genre_scores_gemma":[0.99271053,0.000012873343,0.00081513746,0.00002494617,0.00008331893,0.000919927,0.00010556713,0.000002374302,0.0053253523],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966673,0.00045214902,0.000533766,0.00039953872,0.0010613824,0.00088586763],"domain_scores_gemma":[0.99897856,0.00016240918,0.00010433216,0.0001204269,0.00056858076,0.00006567862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004969373,0.0001509404,0.00024594585,0.0001566993,0.001252047,0.000064410684,0.000671259,0.00011360796,0.0005086699],"category_scores_gemma":[0.000100945246,0.00006452126,0.00006256089,0.004489073,0.000067254456,0.00018615552,0.00080499327,0.0008760838,0.000010549134],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006858046,0.00070997956,0.0013785071,0.00019270756,0.00003683038,0.00016785611,0.001997082,0.0011595738,0.88021946,0.09805433,0.005617235,0.010397843],"study_design_scores_gemma":[0.00029629606,0.00031625593,0.0019145218,0.000056456993,0.000003394532,0.000043957534,0.044818666,0.0006002791,0.028815826,0.004877052,0.9178481,0.00040917282],"about_ca_topic_score_codex":0.0011528915,"about_ca_topic_score_gemma":0.0006536884,"teacher_disagreement_score":0.9122309,"about_ca_system_score_codex":0.0008379088,"about_ca_system_score_gemma":0.00020202746,"threshold_uncertainty_score":0.96298605},"labels":[],"label_agreement":null},{"id":"W4233597802","doi":"10.1002/9781444338386.wbeah21157","title":"Geoponica","year":2012,"lang":"en","type":"other","venue":"The Encyclopedia of Ancient History","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Animal husbandry; Agriculture; Agricultural science; Geography; Biology; Archaeology","score_opus":0.015431326554243247,"score_gpt":0.19613584558460076,"score_spread":0.1807045190303575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233597802","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009015223,0.028991776,0.0000015271146,0.00013721491,0.0032533908,0.00026535353,0.00006644303,0.000082372615,0.9663004],"genre_scores_gemma":[0.0045312094,0.00143459,0.000053658794,0.00037486182,0.0016691112,0.000026728316,0.000080743564,0.000017914539,0.99181116],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99878377,0.00007019786,0.000309419,0.0002108435,0.00032799627,0.00029775055],"domain_scores_gemma":[0.999145,0.000080386024,0.00045518167,0.00021858534,0.000047371304,0.00005348761],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00046765586,0.00019385993,0.0002733109,0.00003350918,0.000072924726,0.000004251215,0.000589847,0.00020373065,0.008170796],"category_scores_gemma":[0.00002243663,0.00006425346,0.0001355379,0.00020440118,0.00019927522,0.000024203327,0.0000950724,0.00020657272,0.000386494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024288665,0.000060320042,0.000039681203,0.000017344424,0.000015298587,4.4638412e-7,0.00009159117,1.7456154e-7,0.0009793338,0.007605137,0.9873784,0.0038098337],"study_design_scores_gemma":[0.00003717215,0.000035277037,0.00022060583,0.00004607485,0.000024531064,0.000002445687,0.000030077332,0.0000027508588,0.0000071074564,0.00003794418,0.99938637,0.00016967075],"about_ca_topic_score_codex":0.0005332589,"about_ca_topic_score_gemma":0.00038443538,"teacher_disagreement_score":0.027557187,"about_ca_system_score_codex":0.00014106157,"about_ca_system_score_gemma":0.00005155493,"threshold_uncertainty_score":0.99273586},"labels":[],"label_agreement":null},{"id":"W4241672074","doi":"10.21061/aaec-240np","title":"Impacts of COVID-19 on U.S. aquaculture, aquaponics, and allied businesses located in the USDA Tropical and Subtropical Aquaculture Region: Quarter 1 Results March 23, 2020 to April 10, 2020","year":2021,"lang":"en","type":"report","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"U.S. Department of Agriculture","keywords":"Aquaponics; Aquaculture; Subtropics; Fishery; Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Geography; Fish ; Environmental science; Biology; Archaeology; Medicine","score_opus":0.049668018030233255,"score_gpt":0.2977415375623511,"score_spread":0.24807351953211787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241672074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8441898,0.006170813,0.00004392127,0.13314326,0.0009898341,0.0032722584,0.0012601351,0.00013751307,0.010792437],"genre_scores_gemma":[0.985179,0.0060761734,0.0001018521,0.0019045194,0.00072664773,0.000069927584,0.0024239125,0.000009557625,0.0035084109],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994776,0.00051420997,0.001482788,0.0012753578,0.0013154016,0.0006362619],"domain_scores_gemma":[0.9969853,0.00081101793,0.0005610029,0.00040277364,0.0008836969,0.00035616866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011028609,0.0006621809,0.0011413782,0.000084444975,0.000323182,0.00037962483,0.0006681911,0.0009888872,0.00018543696],"category_scores_gemma":[0.0019577309,0.00023956006,0.00018859799,0.0019295991,0.00023708298,0.000100192716,0.00026360675,0.0009276195,0.000019079207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021052044,0.0012324332,0.013041651,0.0013819732,0.00036776168,0.0010227694,0.002079737,0.000034326276,0.0045289495,0.013487189,0.95767957,0.0030384301],"study_design_scores_gemma":[0.001233747,0.00138604,0.09283644,0.00062181026,0.00009255219,0.00061155146,0.0028907058,0.000098846576,0.000098779055,0.00039204434,0.89875257,0.0009849188],"about_ca_topic_score_codex":0.004839923,"about_ca_topic_score_gemma":0.025997926,"teacher_disagreement_score":0.14098917,"about_ca_system_score_codex":0.00025489126,"about_ca_system_score_gemma":0.0005195563,"threshold_uncertainty_score":0.9917751},"labels":[],"label_agreement":null},{"id":"W4285453774","doi":"10.18178/ijeee.9.2.43-47","title":"Wireless Sensing Module for IoT Aquaponics Database Construction","year":2021,"lang":"en","type":"article","venue":"International Journal of Electronics and Electrical Engineering","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Aquaponics; Implementation; Computer science; Process (computing); Wireless; Wireless sensor network; Scarcity; Database; Telecommunications; Software engineering; Computer network; Operating system; Fish ","score_opus":0.008924678206146881,"score_gpt":0.2218869529799995,"score_spread":0.21296227477385263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285453774","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.970982,0.0023662678,0.024342237,0.001326884,0.0008093034,0.0000750982,0.00002472025,0.000017514494,0.000055979017],"genre_scores_gemma":[0.9920115,0.0006316112,0.0065319897,0.00009690838,0.00064885354,0.0000014257358,0.000038584592,0.0000029871703,0.000036144796],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895734,0.000016765287,0.00038766544,0.00014459045,0.0002583719,0.00023527298],"domain_scores_gemma":[0.9988173,0.00020415896,0.00017415044,0.00003527065,0.0007071457,0.00006195779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031986015,0.00010437274,0.00017958759,0.000050903036,0.00007954102,0.000114417664,0.00015028659,0.000072492345,0.000010520473],"category_scores_gemma":[0.0001707981,0.00005878162,0.00009531898,0.00026792244,0.000012755928,0.00009000069,0.00003314483,0.00024701722,4.75895e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006481129,0.00006504016,0.00008913436,0.000010235195,0.00017859983,0.000035123296,0.00002003141,0.0012837305,0.70874757,0.13899909,0.00016393999,0.15034269],"study_design_scores_gemma":[0.0012280218,0.0006339225,0.00030339934,0.00016506987,0.00007375574,0.00329812,0.000078095094,0.7926727,0.084352225,0.008349899,0.10832147,0.0005233531],"about_ca_topic_score_codex":0.000006827308,"about_ca_topic_score_gemma":0.000018703877,"teacher_disagreement_score":0.7913889,"about_ca_system_score_codex":0.000120864235,"about_ca_system_score_gemma":0.000092755065,"threshold_uncertainty_score":0.2397045},"labels":[],"label_agreement":null},{"id":"W4297504217","doi":"10.3390/s22197393","title":"Digital Twinning of Hydroponic Grow Beds in Intelligent Aquaponic Systems","year":2022,"lang":"en","type":"article","venue":"Sensors","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Aquaponics; Computer science; Automation; The Internet; Real-time computing; Embedded system; Engineering; Operating system","score_opus":0.016148606825158732,"score_gpt":0.21392633758728982,"score_spread":0.1977777307621311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297504217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99238354,0.00042819482,0.000002576236,0.00022377241,0.0005569606,0.0002622625,0.00007723325,0.000037406426,0.0060280603],"genre_scores_gemma":[0.99848557,0.000015176907,0.000006710242,0.00002721292,0.00009407429,0.000029984298,0.00007543522,0.0000024372334,0.0012634047],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99831194,0.00012466268,0.0005724681,0.00027965085,0.00039264612,0.0003186129],"domain_scores_gemma":[0.99943435,0.00014629173,0.0002134748,0.00010935577,0.000056439476,0.000040074534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005990263,0.00013781669,0.00026218212,0.00007764527,0.00021091978,0.000064479376,0.00033840275,0.000054481414,0.0002063273],"category_scores_gemma":[0.00003847172,0.00006885503,0.000099841505,0.0011106338,0.00005233218,0.00007591478,0.00018065063,0.0002618125,0.000025368658],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003918196,0.0025187724,0.15738505,0.00029164198,0.0003281016,0.00029999015,0.0044272076,0.22931446,0.21251486,0.29167017,0.0020699466,0.09878798],"study_design_scores_gemma":[0.0016987901,0.003781957,0.023221701,0.0004335065,0.000060006947,0.0005539348,0.04912502,0.3063639,0.0068928665,0.0065877396,0.5983258,0.0029547797],"about_ca_topic_score_codex":0.0004689852,"about_ca_topic_score_gemma":0.00009192347,"teacher_disagreement_score":0.59625584,"about_ca_system_score_codex":0.00016277077,"about_ca_system_score_gemma":0.000021759599,"threshold_uncertainty_score":0.28078264},"labels":[],"label_agreement":null},{"id":"W4306964297","doi":"10.3390/plants11202783","title":"The Use of PGPB to Promote Plant Hydroponic Growth","year":2022,"lang":"en","type":"review","venue":"Plants","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydroponics; Agricultural engineering; Crop; Agriculture; Population; Plant growth; Biotechnology; Environmental science; Agronomy; Biology; Engineering; Ecology","score_opus":0.1662842146015492,"score_gpt":0.2915705505572809,"score_spread":0.12528633595573171,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306964297","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011241422,0.99317294,5.6196075e-7,0.00013047761,0.00088853657,0.0012349067,0.0027305812,0.000043416967,0.00067445444],"genre_scores_gemma":[0.00012607835,0.99797,0.00002530456,0.000042974894,0.00016315655,0.00014160473,0.0007839129,0.000003385011,0.0007436216],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980338,0.00019244316,0.0006849832,0.00033818628,0.00040063157,0.00034995418],"domain_scores_gemma":[0.9984811,0.00080664165,0.0004383855,0.0001696199,0.000040572086,0.000063696185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005717035,0.00025679808,0.0007143097,0.000037413374,0.00052064087,0.00011666513,0.0008010939,0.00013329014,0.00020186284],"category_scores_gemma":[0.00012955208,0.00007553415,0.00023439914,0.00064333656,0.000034444085,0.000044246997,0.00028684325,0.00032018934,0.000084120664],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009169827,0.000054327495,0.000002614134,0.00046525212,0.000094823714,0.000013191307,0.000029976327,0.0000010921799,0.000027260332,0.0035784836,0.0070740893,0.9886497],"study_design_scores_gemma":[0.00001840024,0.00011328661,0.0000034568247,0.00084981776,0.00004039628,0.000055819837,0.000010293991,0.000027683474,0.0000031913503,0.00007059903,0.99860555,0.000201494],"about_ca_topic_score_codex":0.00024416728,"about_ca_topic_score_gemma":0.00024178266,"teacher_disagreement_score":0.9915315,"about_ca_system_score_codex":0.00008147383,"about_ca_system_score_gemma":0.000052974887,"threshold_uncertainty_score":0.40044016},"labels":[],"label_agreement":null},{"id":"W4308504795","doi":"10.4081/jae.2022.1387","title":"Aeroponic systems design: considerations and challenges","year":2022,"lang":"en","type":"article","venue":"Journal of Agricultural Engineering","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"Mitacs","keywords":"Agricultural engineering; Process engineering; Environmental science; Computer science; Mechanical engineering; Engineering; Environmental engineering","score_opus":0.04089458109801621,"score_gpt":0.1909062546301559,"score_spread":0.15001167353213968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308504795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97891754,0.016299091,0.00008527207,0.0032183581,0.0010823419,0.00019127272,0.000011353055,0.000034094723,0.00016066135],"genre_scores_gemma":[0.99872833,0.00051644864,0.00035888533,0.000018823212,0.0003122421,0.0000117288,0.0000029994578,0.0000010219666,0.000049488684],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990675,0.00007008448,0.00036518488,0.00009535432,0.00025210527,0.00014981016],"domain_scores_gemma":[0.99934334,0.00021460289,0.00021182989,0.0000268249,0.0001476897,0.000055730885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055661384,0.00010139127,0.00018745985,0.000030231267,0.00029312048,0.00008515469,0.00011492037,0.000031758667,0.00005110029],"category_scores_gemma":[0.00004920777,0.000038044447,0.00005796371,0.0002018568,0.000009520482,0.00014039014,0.00006123291,0.00023765393,0.0000011285067],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001937576,0.00013642324,0.00007184642,0.00006723415,0.00019761351,0.00006565507,0.00079288275,0.35847664,0.5261594,0.108017005,0.0032118843,0.0027840303],"study_design_scores_gemma":[0.0036844925,0.010317609,0.21019119,0.00073088665,0.00044591253,0.05564018,0.047255266,0.077842854,0.006452879,0.0027377836,0.5804492,0.0042516957],"about_ca_topic_score_codex":0.000010736387,"about_ca_topic_score_gemma":0.0000032255207,"teacher_disagreement_score":0.57723737,"about_ca_system_score_codex":0.00007491157,"about_ca_system_score_gemma":0.0000110267965,"threshold_uncertainty_score":0.22544755},"labels":[],"label_agreement":null},{"id":"W4312822203","doi":"10.2139/ssrn.4254096","title":"Estimation of Morphological Traits of Foliage and Effective Plant Spacing in Nft-Based Aquaponics System","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Aquaponics; Estimation; Environmental science; Biology; Horticulture; Agronomy; Fish ; Engineering; Fishery","score_opus":0.006785289261167377,"score_gpt":0.20389297714375837,"score_spread":0.197107687882591,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312822203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9981828,0.0006065342,0.0005583297,0.00013650069,0.000077705656,0.00024722598,0.00004189418,0.000010314156,0.00013874886],"genre_scores_gemma":[0.9998007,0.00004274886,0.00006367325,0.00001232531,0.00002896922,0.000019344643,0.000018634446,0.0000013995464,0.000012239768],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99826354,0.0002594869,0.0004470278,0.00015720745,0.0002769091,0.0005958333],"domain_scores_gemma":[0.99931955,0.00021021132,0.00036155593,0.000035574303,0.000047298214,0.000025802745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025808467,0.000103061255,0.0002648262,0.00006705009,0.00021180864,0.00001450091,0.00017315042,0.000057470425,0.000015588985],"category_scores_gemma":[0.000047206446,0.00004977833,0.000068613685,0.00043117235,0.0000398914,0.000052608928,0.00004549792,0.00074491336,4.769791e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045040966,0.00046876582,0.004634595,0.0001222966,0.00011036056,0.00005063985,0.00043662073,0.031067967,0.11868679,0.7712569,0.000016848699,0.0726978],"study_design_scores_gemma":[0.0075687473,0.018843474,0.058261845,0.000917811,0.00021249717,0.009254331,0.0398744,0.6694696,0.012071799,0.1810347,0.00077573524,0.0017150546],"about_ca_topic_score_codex":0.00016712863,"about_ca_topic_score_gemma":0.00030296127,"teacher_disagreement_score":0.6384016,"about_ca_system_score_codex":0.0004907566,"about_ca_system_score_gemma":0.00016264642,"threshold_uncertainty_score":0.32363194},"labels":[],"label_agreement":null},{"id":"W4313640417","doi":"10.3390/agronomy13010182","title":"Agronomic Performance and Phytochemical Profile of Lettuce Grown in Anaerobic Dairy Digestate","year":2023,"lang":"en","type":"article","venue":"Agronomy","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Atlantic Canada Opportunities Agency","keywords":"Digestate; Hydroponics; Chemistry; Nutrient; Anaerobic digestion; Food science; Agronomy; Environmental science; Biology","score_opus":0.014813902665604912,"score_gpt":0.21122854200673685,"score_spread":0.19641463934113193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313640417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99705875,0.00005792366,5.88569e-7,0.0003095521,0.000055214212,0.00017833937,0.000010321816,0.000029596707,0.002299704],"genre_scores_gemma":[0.9992255,0.000064982414,0.00007878557,0.000021979891,0.000052965996,0.000035694015,0.00007555498,9.978193e-7,0.00044351278],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99926275,0.000019669444,0.00024884063,0.00019516975,0.000068195,0.00020538399],"domain_scores_gemma":[0.9997551,0.00006338202,0.00007697427,0.000053764372,0.000024084087,0.00002668503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002453144,0.00008522102,0.0001445889,0.000031459105,0.00006537566,0.000018883358,0.00013015092,0.000052504012,0.00005331152],"category_scores_gemma":[0.000007463814,0.000039931587,0.00002687409,0.00048393017,0.0000638748,0.00011038063,0.00007399217,0.000085666565,0.000042585103],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056383487,0.0001626195,0.17891175,0.00012237467,0.000034160148,0.0000066575194,0.0007369397,0.00013132165,0.7115269,0.009285633,0.0062434836,0.09278178],"study_design_scores_gemma":[0.00030281348,0.00014011125,0.9692297,0.000084261854,0.0000046051214,0.000004863705,0.00034522862,0.0029385479,0.014166517,0.00043990294,0.012074683,0.00026875347],"about_ca_topic_score_codex":0.00017175882,"about_ca_topic_score_gemma":0.00008150958,"teacher_disagreement_score":0.79031795,"about_ca_system_score_codex":0.000024283072,"about_ca_system_score_gemma":0.000010348798,"threshold_uncertainty_score":0.16283628},"labels":[],"label_agreement":null},{"id":"W4315782982","doi":"10.1016/j.procs.2022.12.197","title":"Comparison of Energy-use Efficiency for Lettuce Plantation under Nutrient Film Technique and Deep-Water Culture Hydroponic Systems","year":2023,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Hydroponics; Nutrient; Agricultural engineering; Energy (signal processing); Efficient energy use; Horticulture; Electrical engineering; Ecology; Statistics; Mathematics","score_opus":0.028070391347304074,"score_gpt":0.27181612137850153,"score_spread":0.24374573003119746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315782982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86757046,0.00021439779,0.1301815,0.00025786436,0.00072849187,0.0007853968,0.000032441927,0.00015652755,0.00007290917],"genre_scores_gemma":[0.9980864,0.000040102324,0.0013786908,0.000055560227,0.00014870158,0.00013616798,0.000073408955,0.0000018395646,0.000079163],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832153,0.000029372737,0.0004020609,0.00045903685,0.00039314493,0.00039486022],"domain_scores_gemma":[0.9991764,0.00014409135,0.00016191095,0.00009483107,0.00035396393,0.00006884729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075130624,0.00014885257,0.00022876359,0.00009671808,0.0004888531,0.00024392155,0.000409237,0.0000923137,0.0000021225999],"category_scores_gemma":[0.000026896605,0.0000614966,0.000042661723,0.001265938,0.00022349712,0.00028311255,0.00017207231,0.00008119982,0.0000044898875],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029587161,0.00022095551,0.001639322,0.00018857578,0.000015243465,0.0000021532537,0.0019050804,0.006155477,0.8681323,0.115417354,0.001106694,0.0051872893],"study_design_scores_gemma":[0.00024286441,0.0006436977,0.0013404012,0.00014872594,0.000012845276,0.000042541196,0.00039695977,0.86700475,0.118108645,0.0025047401,0.009159633,0.00039422305],"about_ca_topic_score_codex":0.000049199512,"about_ca_topic_score_gemma":0.000021853488,"teacher_disagreement_score":0.86084926,"about_ca_system_score_codex":0.000044572364,"about_ca_system_score_gemma":0.000031956526,"threshold_uncertainty_score":0.37599123},"labels":[],"label_agreement":null},{"id":"W4320481254","doi":"10.5539/jfr.v12n2p1","title":"Shelf Life of Aquaponically-grown Finstar Lettuce in Different Oxygen Transmission Rate Films","year":2023,"lang":"en","type":"article","venue":"Journal of Food Research","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Clemson University","keywords":"Shelf life; Carbon dioxide; Oxygen; Food science; Chemistry; Animal science; Weight loss; Modified atmosphere; Horticulture; Biology","score_opus":0.09762261152787662,"score_gpt":0.33055175909057416,"score_spread":0.23292914756269756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320481254","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9915857,0.00035558298,0.000008912028,0.007101726,0.00015109876,0.0001748797,0.000015352953,0.00000888963,0.0005978665],"genre_scores_gemma":[0.99891025,0.00053920253,0.000044727665,0.000036779456,0.00019996446,0.0000050798567,0.000008338508,0.0000019786469,0.00025368104],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99719423,0.00048029027,0.00085539935,0.00016842915,0.00088461686,0.0004170137],"domain_scores_gemma":[0.99832636,0.0007402192,0.00022704696,0.000083291634,0.00047941902,0.00014366387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043441076,0.00011028842,0.0003463918,0.0002216908,0.00015873145,0.000057082292,0.00057408167,0.00013524371,0.00027000892],"category_scores_gemma":[0.0004077631,0.00003996927,0.00016430262,0.0018325828,0.00008640121,0.00010171843,0.00009384253,0.0006663501,0.000020184592],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021771033,0.00032646803,0.0007812657,0.00005765788,0.000049069433,0.000036461806,0.0002699316,0.00017316651,0.9762136,0.0025505202,0.00618497,0.013139189],"study_design_scores_gemma":[0.00549173,0.0216207,0.5141743,0.0027685568,0.000049477654,0.00012073759,0.0049347775,0.01849221,0.21337034,0.029868914,0.1877717,0.0013365628],"about_ca_topic_score_codex":0.00005150698,"about_ca_topic_score_gemma":0.00009514432,"teacher_disagreement_score":0.76284325,"about_ca_system_score_codex":0.000051128085,"about_ca_system_score_gemma":0.00009431144,"threshold_uncertainty_score":0.29564086},"labels":[],"label_agreement":null},{"id":"W4320516449","doi":"10.5539/jas.v15n3p85","title":"Response of Ozone Treatment on Disease Incidence, Dissolved Oxygen Levels, Growth and Yield of Cucumber Crop Grown in Hydroponics in Cooled Green House. Season: Summer (June-August) at DGALR, Rumais","year":2023,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydroponics; Ozone; Yield (engineering); Crop; Nutrient; Pythium; Horticulture; Agronomy; Biology; Chlorophyll; Animal science; Chemistry; Ecology","score_opus":0.03499720476953561,"score_gpt":0.2625186874383838,"score_spread":0.2275214826688482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320516449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99631816,0.0002155616,3.8660536e-7,0.0028208215,0.00019676647,0.00027472767,0.000050313996,0.000014862885,0.00010836949],"genre_scores_gemma":[0.9990604,0.00029916893,0.00003270409,0.000044951565,0.00006385371,0.0000074719533,0.0000050339922,0.0000024172105,0.00048401274],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99722826,0.00017986486,0.000925476,0.0003465351,0.0008781988,0.00044164693],"domain_scores_gemma":[0.9981347,0.00049095444,0.0006877874,0.00010881984,0.00036459535,0.00021314246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017879934,0.00023001697,0.00048994436,0.00020880077,0.00021273759,0.000060888084,0.0005456717,0.0000980218,0.000041211282],"category_scores_gemma":[0.00049185223,0.00008579243,0.00012766826,0.003592962,0.0003586044,0.00044202598,0.00019323893,0.00019313811,0.000006625542],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010592774,0.00033527985,0.09310423,0.000027905136,0.000021707887,0.00007111733,0.0005887393,0.00037646262,0.9028118,0.00079079054,0.00041079332,0.00040188813],"study_design_scores_gemma":[0.00056791323,0.0008746506,0.9833262,0.00032642554,0.000017155962,0.00003354807,0.0004772341,0.00027238167,0.01350464,0.00018125806,0.00021118688,0.00020741638],"about_ca_topic_score_codex":0.001406326,"about_ca_topic_score_gemma":0.0030053328,"teacher_disagreement_score":0.89022195,"about_ca_system_score_codex":0.000316935,"about_ca_system_score_gemma":0.00011880286,"threshold_uncertainty_score":0.3498514},"labels":[],"label_agreement":null},{"id":"W4321496886","doi":"10.9734/ijpss/2023/v35i22759","title":"Trends in Hydroponics Practice/Technology in Horticultural Crops: A Review","year":2023,"lang":"en","type":"review","venue":"International Journal of Plant & Soil Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydroponics; Business; Economic shortage; Agriculture; Leafy vegetables; Crop; Production (economics); Nutrient management; Agroforestry; Agricultural science; Agricultural economics; Agricultural engineering; Environmental science; Agronomy; Engineering; Geography; Economics; Biology; Horticulture; Government (linguistics)","score_opus":0.06039746417918616,"score_gpt":0.38052592001657176,"score_spread":0.3201284558373856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321496886","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010874177,0.9922334,6.106974e-7,0.003984613,0.0016599554,0.00021624913,0.00012724915,0.000020599196,0.00066988514],"genre_scores_gemma":[0.0016754237,0.997562,0.00006222912,0.00015184107,0.00030415994,0.000018877656,0.0000790322,0.0000028136012,0.00014363533],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958983,0.00014884143,0.001884159,0.00038748057,0.0012692516,0.00041197392],"domain_scores_gemma":[0.996898,0.00037736612,0.0018156943,0.00010365608,0.0007294322,0.000075833595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037710536,0.0002693434,0.0010394492,0.001003968,0.00008962663,0.00018481666,0.0024011745,0.00021288265,0.00005452951],"category_scores_gemma":[0.0012419483,0.0001074276,0.00028473075,0.0060616774,0.00022107549,0.00052532007,0.00028817344,0.00091921585,0.00004867467],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012789009,0.000181875,0.000042272583,0.0005094942,0.00007159406,0.0009855103,0.000056196495,0.000021129052,0.000099937075,0.0046648034,0.0012617038,0.99209267],"study_design_scores_gemma":[0.000115104674,0.000111399764,0.00006842617,0.033878863,0.00005942395,0.0021915825,0.00010730724,0.00013454135,0.0000026783518,0.00036953363,0.9626972,0.00026393405],"about_ca_topic_score_codex":0.0002632692,"about_ca_topic_score_gemma":0.0012323747,"teacher_disagreement_score":0.99182874,"about_ca_system_score_codex":0.000674327,"about_ca_system_score_gemma":0.00034961491,"threshold_uncertainty_score":0.44620195},"labels":[],"label_agreement":null},{"id":"W4323318403","doi":"10.3390/agriculture13030615","title":"Automated Visual Identification of Foliage Chlorosis in Lettuce Grown in Aquaponic Systems","year":2023,"lang":"en","type":"article","venue":"Agriculture","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Chlorosis; RGB color model; Artificial intelligence; Identification (biology); Hyperspectral imaging; Precision agriculture; Aquaponics; Computer science; Computer vision; Environmental science; Agricultural engineering; Mathematics; Remote sensing; Agronomy; Agriculture; Engineering; Geography; Biology; Botany","score_opus":0.013095723714323174,"score_gpt":0.24824447648734582,"score_spread":0.23514875277302266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323318403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99776214,0.00021801563,0.0000011535453,0.00059230614,0.00035663057,0.00040423204,0.00004456351,0.00021895098,0.0004020334],"genre_scores_gemma":[0.99897695,0.000080300175,0.0000034776428,0.000021080892,0.000108836786,0.00008323002,0.00033198757,0.0000015615293,0.00039259164],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9982692,0.00010754634,0.00071515347,0.00030692964,0.00028679345,0.00031438738],"domain_scores_gemma":[0.9994105,0.00010749758,0.00025042836,0.000076049924,0.00012423714,0.00003127372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007251631,0.00014893775,0.0002692968,0.00009310772,0.00008373883,0.00007000655,0.00027710936,0.00020814523,0.000017652615],"category_scores_gemma":[0.00006415516,0.00005983547,0.00006753402,0.0037113735,0.000027038375,0.00012139288,0.00005704891,0.00016685287,0.0000995854],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000095939895,0.00015008649,0.0076873223,0.000057870035,0.00001257732,0.000013325212,0.0002786444,0.0010799501,0.9755157,0.01117672,0.003374843,0.0006433153],"study_design_scores_gemma":[0.0004298675,0.00013594421,0.94182336,0.00026890167,0.000011077352,0.000013616057,0.002281773,0.038900957,0.010889846,0.00050372875,0.0042981743,0.00044276996],"about_ca_topic_score_codex":0.0014084482,"about_ca_topic_score_gemma":0.0016983505,"teacher_disagreement_score":0.9646259,"about_ca_system_score_codex":0.00008632723,"about_ca_system_score_gemma":0.000011344082,"threshold_uncertainty_score":0.24400197},"labels":[],"label_agreement":null},{"id":"W4376455303","doi":"10.2139/ssrn.4441800","title":"Inoculum and pH Effects on Ammonium Removal and Microbial Community Dynamics in Aquaponics Systems","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Aquaponics; Chemistry; Ammonium; Environmental chemistry; Environmental science; Biology; Fishery; Fish ; Aquaculture","score_opus":0.016336439135278772,"score_gpt":0.23485352036888144,"score_spread":0.21851708123360267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376455303","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99303967,0.0030989598,0.000034472032,0.0013329149,0.001469308,0.0005719003,0.000060925886,0.00006514054,0.00032672778],"genre_scores_gemma":[0.9917766,0.006672357,0.000018866687,0.0000656548,0.00056938356,0.000024350815,0.00015660048,0.000010325608,0.000705869],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99590623,0.00084886263,0.0007076459,0.00045314038,0.00033727693,0.0017468206],"domain_scores_gemma":[0.99859357,0.000504573,0.0004768296,0.00019706614,0.0001279057,0.000100069046],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0051860306,0.00042300613,0.0006179138,0.00014809943,0.0007235276,0.0004758333,0.00059506285,0.0005984287,0.0000013941526],"category_scores_gemma":[0.00014007579,0.00021795582,0.00011949012,0.0004218258,0.00010159181,0.00008144054,0.00061940786,0.008210761,0.000010093727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004951508,0.0005974534,0.010774882,0.0009069508,0.00070811436,0.00018203452,0.0007834228,0.0008079294,0.009719939,0.9077976,0.00039158578,0.066834934],"study_design_scores_gemma":[0.0037043197,0.005243916,0.016301738,0.0051430715,0.00029090376,0.006111678,0.019735564,0.06874606,0.00035848824,0.8634138,0.0070029707,0.0039474694],"about_ca_topic_score_codex":0.0063030412,"about_ca_topic_score_gemma":0.064479634,"teacher_disagreement_score":0.067938134,"about_ca_system_score_codex":0.0020150277,"about_ca_system_score_gemma":0.00034272706,"threshold_uncertainty_score":0.9940773},"labels":[],"label_agreement":null},{"id":"W4379407382","doi":"10.2139/ssrn.4469132","title":"A Cyber-Physical System for Zero-Defect Production in Aquaponics 4.0 Learning Factory","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Aquaponics; Factory (object-oriented programming); Production (economics); Cyber-physical system; Zero (linguistics); Production system (computer science); Agricultural engineering; Agricultural science; Environmental science; Engineering; Manufacturing engineering; Computer science; Business; Economics; Operating system; Fish ; Biology","score_opus":0.016553813245421933,"score_gpt":0.2448695483997104,"score_spread":0.22831573515428846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379407382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9974292,0.0002775101,0.00017917821,0.0006530897,0.0005866561,0.0003572593,0.000004887245,0.00014918484,0.00036304962],"genre_scores_gemma":[0.99740034,0.00025909906,0.000008486189,0.0000091722695,0.00081671006,0.000048805035,0.0000419213,0.000004737434,0.0014107452],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9972185,0.00015430427,0.00037058553,0.00030968682,0.0002757254,0.0016712357],"domain_scores_gemma":[0.9993842,0.00016753114,0.00020961458,0.00006158737,0.00013176068,0.000045305642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030230174,0.00016516847,0.0002459181,0.00009227517,0.0005213757,0.00009150394,0.00024852666,0.00010687634,0.0000040321816],"category_scores_gemma":[0.00016511233,0.00007723552,0.00021224013,0.0010624047,0.00002636298,0.00015218186,0.00003621427,0.0012698192,0.00006200045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024142084,0.00032912413,0.0060312734,0.000106535874,0.00029151377,0.000013753363,0.00111774,0.0060806456,0.16552006,0.6733094,0.0006836854,0.14627488],"study_design_scores_gemma":[0.004237939,0.008294039,0.016235031,0.0009573197,0.00025026887,0.001948175,0.057044044,0.06983761,0.0061739814,0.7372147,0.09425775,0.003549156],"about_ca_topic_score_codex":0.000085914355,"about_ca_topic_score_gemma":0.0009017212,"teacher_disagreement_score":0.15934607,"about_ca_system_score_codex":0.0009275573,"about_ca_system_score_gemma":0.00024188012,"threshold_uncertainty_score":0.5516803},"labels":[],"label_agreement":null},{"id":"W4385783896","doi":"10.58445/rars.333","title":"Solving Food Insecurity and Agricultural Challenges with Hydroponics","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Food insecurity; Agriculture; Hydroponics; Food security; Business; Natural resource economics; Agricultural economics; Geography; Economics; Horticulture; Biology","score_opus":0.06467572661003958,"score_gpt":0.22794279206757595,"score_spread":0.1632670654575364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385783896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9823474,0.0025229945,0.0000068095405,0.0055854376,0.00050095475,0.00051371416,0.00010822851,0.0003941116,0.008020292],"genre_scores_gemma":[0.99617183,0.0021712785,0.00024584853,0.00006171183,0.00041588058,0.00007639681,0.00020988181,0.0000039317356,0.0006432272],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99805135,0.000073693016,0.0003808076,0.0007343971,0.00035828515,0.00040147404],"domain_scores_gemma":[0.999149,0.00016238495,0.00023718561,0.0001532884,0.0002038701,0.00009426913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004507176,0.00036662794,0.0004086156,0.000032063843,0.00033703903,0.00028259313,0.00039247828,0.00040788896,0.00004267121],"category_scores_gemma":[0.000031294956,0.000115419294,0.00009050971,0.00028543873,0.00009120594,0.000085389394,0.0008311073,0.0006196803,0.000028350754],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012727808,0.0008194564,0.0055944296,0.0018137804,0.0015704926,0.000090987334,0.0046550725,0.0005539224,0.021031067,0.8837512,0.007300583,0.07269172],"study_design_scores_gemma":[0.002344639,0.008806123,0.5378709,0.0047259764,0.00057823246,0.00058276113,0.026185775,0.018960292,0.0029750415,0.23378925,0.15136434,0.011816688],"about_ca_topic_score_codex":0.00034575196,"about_ca_topic_score_gemma":0.00997806,"teacher_disagreement_score":0.64996195,"about_ca_system_score_codex":0.000054406002,"about_ca_system_score_gemma":0.00002639996,"threshold_uncertainty_score":0.5567991},"labels":[],"label_agreement":null},{"id":"W4386204225","doi":"10.34104/ijavs.023.01090115","title":"Vegetables Production (Tomato, Lettuce, Spinach, and Capsicum) Through Utilization of Hydroponic Technology","year":2023,"lang":"en","type":"article","venue":"International Journal of Agriculture and Veterinary Sciences","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydroponics; Food security; Production (economics); Agriculture; Business; Food processing; Environmental science; Agricultural science; Agroforestry; Agricultural engineering; Agronomy; Engineering; Biology; Food science; Economics","score_opus":0.057889352388112485,"score_gpt":0.30866309748498877,"score_spread":0.2507737450968763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386204225","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925175,0.0011616955,0.000010990489,0.005131097,0.0007408744,0.00007540078,0.000008297078,0.000020808222,0.00033337623],"genre_scores_gemma":[0.9980875,0.0012781874,0.00023376044,0.000037528724,0.00026253346,0.0000023629402,0.000008895566,6.608621e-7,0.00008852497],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.998932,0.00003683387,0.00036883587,0.00017352206,0.00036060464,0.00012819008],"domain_scores_gemma":[0.99915963,0.000046303252,0.00036875738,0.000027211783,0.0003740814,0.000024018644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047867422,0.00009542514,0.00016243526,0.000111904665,0.00018913102,0.000072304414,0.0002959673,0.00007563034,0.000010356456],"category_scores_gemma":[0.000070045484,0.000037413523,0.00004116466,0.00094395404,0.00026505857,0.0004390436,0.00009803723,0.00009517072,0.000001912106],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041817617,0.0001023791,0.0060190326,0.00002739395,0.00007518113,0.000037981303,0.00038014012,0.00013867751,0.9479615,0.02163721,0.0015559024,0.022022791],"study_design_scores_gemma":[0.0017151685,0.013779025,0.35346225,0.002184038,0.00016143042,0.017361572,0.019904703,0.003769788,0.15007272,0.08336563,0.35256475,0.001658926],"about_ca_topic_score_codex":0.00003362689,"about_ca_topic_score_gemma":0.000017340204,"teacher_disagreement_score":0.79788876,"about_ca_system_score_codex":0.000015618227,"about_ca_system_score_gemma":0.000016707289,"threshold_uncertainty_score":0.15256792},"labels":[],"label_agreement":null},{"id":"W4387958706","doi":"10.9734/ijpss/2023/v35i214013","title":"Overview of Hydroponics towards High Quality Production of Vegetable Crops","year":2023,"lang":"en","type":"article","venue":"International Journal of Plant & Soil Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydroponics; Leafy vegetables; Business; Production (economics); Agricultural science; Agroforestry; Agronomy; Environmental science; Biology; Horticulture; Economics","score_opus":0.06655405074952053,"score_gpt":0.3282780217280385,"score_spread":0.26172397097851796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387958706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99508816,0.00016468957,0.000011791536,0.0014445299,0.002594206,0.000058828176,0.00009958337,0.000009889804,0.0005282969],"genre_scores_gemma":[0.9989784,0.00041970605,0.00012114309,0.000029389383,0.0002842372,0.000001091856,0.00001843117,7.5291246e-7,0.00014684924],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9974803,0.000056012872,0.00079491286,0.00016120536,0.0013350501,0.00017255842],"domain_scores_gemma":[0.9974153,0.00009704905,0.0009472076,0.00007066515,0.0014228252,0.00004693011],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032777835,0.00008150231,0.00022981502,0.00013066959,0.00010421787,0.000049799455,0.00091012474,0.00004202978,0.00005034687],"category_scores_gemma":[0.00044201166,0.000036181384,0.0001001551,0.0012414792,0.00023424855,0.0004193753,0.00012666422,0.0001261818,0.000007839016],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006910109,0.00016642845,0.0045332895,0.000032902226,0.00005158949,0.000012102658,0.00022694148,0.0011357762,0.93301946,0.048034124,0.0005391069,0.012179188],"study_design_scores_gemma":[0.0007825286,0.0009180855,0.49003112,0.0011382792,0.000048021044,0.0004886117,0.0009941355,0.0054043164,0.43803376,0.03110816,0.030488564,0.00056443573],"about_ca_topic_score_codex":0.00089547184,"about_ca_topic_score_gemma":0.0002098892,"teacher_disagreement_score":0.4949857,"about_ca_system_score_codex":0.00008224609,"about_ca_system_score_gemma":0.00017175509,"threshold_uncertainty_score":0.16912533},"labels":[],"label_agreement":null},{"id":"W4388723157","doi":"10.1139/cjps-2023-0034","title":"Current perspective on nutrient solution management strategies to improve the nutrient and water use efficiency in hydroponic systems","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Plant Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Western University; Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Mitacs","keywords":"Hydroponics; Nutrient; Nutrient management; Environmental science; Agricultural engineering; Fertilizer; Computer science; Agronomy; Engineering; Ecology; Biology","score_opus":0.021484635496515452,"score_gpt":0.24104585981366716,"score_spread":0.21956122431715172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388723157","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956723,0.00020908329,0.000037331036,0.002043273,0.0013132788,0.00039529748,0.000066458706,0.0000064164046,0.0002565939],"genre_scores_gemma":[0.9997079,0.000083783605,0.000004813251,0.00004922885,0.00009139285,0.000010943268,0.0000039329952,8.3028897e-7,0.000047198937],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984938,0.000052859043,0.00031871969,0.00024153621,0.00039939937,0.0004936956],"domain_scores_gemma":[0.99932647,0.000069062204,0.000101555466,0.00007710407,0.00019633771,0.00022949315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017098767,0.000105213316,0.00012758157,0.00030200183,0.00059463124,0.00052255223,0.00044595526,0.000027684966,0.0000047621697],"category_scores_gemma":[0.00004924646,0.00003603937,0.000031323812,0.0013611016,0.00019017546,0.00024066282,0.000049919963,0.00018272824,0.00002074324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006364636,0.00011263622,0.0012900623,0.00003756812,0.000022806644,0.0002606834,0.0067828074,0.0072967596,0.07356796,0.9047238,0.0022727936,0.0035684276],"study_design_scores_gemma":[0.0028296518,0.007408621,0.19748026,0.0038523874,0.00011458073,0.001028316,0.18085861,0.09999148,0.013332363,0.034900494,0.45524666,0.00295657],"about_ca_topic_score_codex":0.0050664856,"about_ca_topic_score_gemma":0.008808481,"teacher_disagreement_score":0.86982334,"about_ca_system_score_codex":0.00050201704,"about_ca_system_score_gemma":0.00018686721,"threshold_uncertainty_score":0.7659045},"labels":[],"label_agreement":null},{"id":"W4389319841","doi":"10.53555/sfs.v7i3.1852","title":"Assessment Of Hydroponic Technique The Future Soil-Less Farming Technique Of India","year":2021,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Aquaponics; Hydroponics; Agriculture; Environmental science; Micronutrient; Agricultural engineering; Engineering; Agronomy; Biology; Fish ; Chemistry; Ecology; Fishery; Aquaculture","score_opus":0.0831687010444958,"score_gpt":0.2846475748671656,"score_spread":0.20147887382266977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389319841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99595416,0.00042178627,0.00015123138,0.0008775341,0.00043387883,0.00017853717,0.000030000105,0.0000041821163,0.0019486819],"genre_scores_gemma":[0.99816746,0.00025911274,0.0013735819,0.000038116454,0.00010742158,0.0000106443285,0.000004338433,0.0000010214449,0.000038333994],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976017,0.00055303297,0.0009078878,0.00015840231,0.000576584,0.0002023793],"domain_scores_gemma":[0.997805,0.00052739464,0.00095285475,0.0000930502,0.00059341855,0.000028284572],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007650353,0.00011392388,0.00036744602,0.00007152534,0.00020187774,0.00007371836,0.00073960185,0.00011381213,0.00007231413],"category_scores_gemma":[0.00018901294,0.000041515228,0.00011313015,0.0021826741,0.00045293308,0.00023469726,0.00012033864,0.00033173815,1.2499532e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011658275,0.00015827012,0.67941546,0.00003158961,0.000019939132,0.000013539556,0.00015909156,0.00009765428,0.31172192,0.004623245,0.00015466445,0.0035929298],"study_design_scores_gemma":[0.00012017548,0.0005765513,0.9230973,0.00026251486,0.000008787753,0.00017087764,0.0039623925,0.000085369844,0.06520618,0.00275414,0.0035679466,0.00018773995],"about_ca_topic_score_codex":0.00042267118,"about_ca_topic_score_gemma":0.0029851247,"teacher_disagreement_score":0.24651575,"about_ca_system_score_codex":0.000051382147,"about_ca_system_score_gemma":0.00030218388,"threshold_uncertainty_score":0.26514748},"labels":[],"label_agreement":null},{"id":"W4390205628","doi":"10.18280/ijdne.180627","title":"Optimization of Acidity and Electrical Conductivity in Hydroponic Vegetable Production: A STEM Educational Perspective","year":2023,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Production (economics); Conductivity; Agricultural engineering; Engineering; Environmental science; Computer science; Physics; Economics; Artificial intelligence; Microeconomics","score_opus":0.01903867876106302,"score_gpt":0.2671738676416481,"score_spread":0.24813518888058506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390205628","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927872,0.0007377492,0.00041885563,0.0050367587,0.00074166665,0.00012623183,0.000013915343,0.00000696786,0.00013068932],"genre_scores_gemma":[0.99823904,0.00064439105,0.00069335656,0.000034842178,0.00028073022,0.0000029180696,0.000014428305,0.000001383433,0.00008891699],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990346,0.00008167484,0.00034362,0.00015284233,0.0002773546,0.00010993554],"domain_scores_gemma":[0.99877995,0.00021576682,0.00029818327,0.000029266048,0.0006448902,0.000031948628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007583551,0.00008401484,0.00016971554,0.00015355821,0.00006334786,0.000044587312,0.00015529434,0.00012905356,0.000013504088],"category_scores_gemma":[0.00017677684,0.000044909277,0.000040032082,0.0005757098,0.000051076015,0.00026265587,0.00003732919,0.0003200576,7.1133996e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017962967,0.002110814,0.08765068,0.00010784135,0.0011454284,0.000121235025,0.0033849832,0.2292752,0.3051127,0.33201632,0.0031891903,0.03408935],"study_design_scores_gemma":[0.0019573085,0.0014890976,0.1367505,0.00048375697,0.00010263085,0.0016872681,0.002826808,0.72865015,0.0063188975,0.11713347,0.0017387802,0.00086134876],"about_ca_topic_score_codex":0.000025209452,"about_ca_topic_score_gemma":0.000062866944,"teacher_disagreement_score":0.49937496,"about_ca_system_score_codex":0.00012890888,"about_ca_system_score_gemma":0.00007334823,"threshold_uncertainty_score":0.18313472},"labels":[],"label_agreement":null},{"id":"W4391426466","doi":"10.1016/j.isci.2024.109073","title":"Inoculum and pH effects on ammonium removal and microbial community dynamics in aquaponics systems","year":2024,"lang":"en","type":"article","venue":"iScience","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Alberta Innovates Bio Solutions","keywords":"Aquaponics; Ammonium; Chemistry; Environmental chemistry; Nitrite; Nitrification; Microorganism; Ammonia; Microbial population biology; Nitrate; Bacteria; Nitrogen; Biology; Biochemistry","score_opus":0.013950485431161782,"score_gpt":0.23446205156965902,"score_spread":0.22051156613849723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391426466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942838,0.0016437497,0.000012387543,0.0007673903,0.0007526898,0.00022908993,0.000024449137,0.00004969823,0.0022367614],"genre_scores_gemma":[0.99938655,0.00009701655,0.00004099468,0.00010145549,0.00008829046,0.00000963904,0.000012309155,0.0000013162528,0.00026242383],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888736,0.00017629466,0.000216324,0.000285767,0.00017519524,0.00025908378],"domain_scores_gemma":[0.9993788,0.00040684015,0.00004140162,0.00008912016,0.00003155205,0.000052302163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011060215,0.00012894165,0.00015775024,0.000050677994,0.0003803468,0.0004192739,0.00023961614,0.00009723963,0.000002192527],"category_scores_gemma":[0.000060211976,0.00005748886,0.000022504732,0.00072881876,0.0001634005,0.000146321,0.00014115182,0.0003744976,0.000010922527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005252296,0.00022332738,0.006121481,0.0005493189,0.000020986214,0.00018800845,0.0014669168,0.000097832395,0.31732553,0.49251822,0.00067938096,0.18075646],"study_design_scores_gemma":[0.0009829354,0.0026190279,0.049789302,0.0034976052,0.000042611566,0.0014134521,0.0063085044,0.81228393,0.009190154,0.011479695,0.100290135,0.0021026281],"about_ca_topic_score_codex":0.0018533854,"about_ca_topic_score_gemma":0.0033275725,"teacher_disagreement_score":0.8121861,"about_ca_system_score_codex":0.00012745212,"about_ca_system_score_gemma":0.000016411748,"threshold_uncertainty_score":0.4043068},"labels":[],"label_agreement":null},{"id":"W4392142858","doi":"10.47611/jsrhs.v12i4.5468","title":"Solving Food Insecurity and Agricultural Challenges with Hydroponics","year":2023,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydroponics; Food insecurity; Agriculture; Business; Natural resource economics; Food security; Agricultural economics; Environmental science; Geography; Agronomy; Economics; Biology","score_opus":0.21955447181749704,"score_gpt":0.3752691001018732,"score_spread":0.15571462828437616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392142858","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99153644,0.0018869943,3.6748588e-7,0.004619808,0.000109471985,0.00014035053,0.0000038224857,0.00001618786,0.0016865532],"genre_scores_gemma":[0.99623126,0.003241852,0.000026870433,0.000011183404,0.00035663313,0.0000053846566,0.0000027299902,0.0000011925285,0.00012289672],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9979312,0.00016144261,0.00032321864,0.00015730764,0.0010728013,0.00035403218],"domain_scores_gemma":[0.9986717,0.000322631,0.00014994723,0.00005044799,0.00070975453,0.00009549988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026687577,0.000094355135,0.0001951683,0.000091165195,0.00040712627,0.00017529342,0.00035653994,0.00006781335,0.000018522898],"category_scores_gemma":[0.00006051918,0.000029711271,0.00004832763,0.00093102327,0.00009633883,0.00015923977,0.00020357012,0.0004908651,0.000012361146],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056340586,0.0025911387,0.13292396,0.0005213353,0.0016536803,0.00090085936,0.02426764,0.00023842648,0.3618517,0.2812572,0.019109672,0.17412096],"study_design_scores_gemma":[0.0006516419,0.005582942,0.93696034,0.00028145462,0.000016674163,0.00032597926,0.0230733,0.00016014169,0.000647459,0.003342582,0.02866675,0.00029072515],"about_ca_topic_score_codex":0.000016877222,"about_ca_topic_score_gemma":0.0003363988,"teacher_disagreement_score":0.8040364,"about_ca_system_score_codex":0.00005819618,"about_ca_system_score_gemma":0.000026602174,"threshold_uncertainty_score":0.31313273},"labels":[],"label_agreement":null},{"id":"W4393243635","doi":"10.53555/sfs.v8i3.2378","title":"Hydroponics: An Overview Of Advanced Growing Approaches","year":2022,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydroponics; Computer science; Biology","score_opus":0.3867166629921179,"score_gpt":0.30395401040474873,"score_spread":0.08276265258736915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393243635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967197,0.0014193684,0.0000017635884,0.00053783425,0.00048250504,0.000078405785,0.000032244814,0.0000046904734,0.0007234405],"genre_scores_gemma":[0.99932903,0.00014253973,0.00035260772,0.00007375889,0.000052750922,0.0000046482583,0.0000089991045,9.1718346e-7,0.00003474531],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976506,0.0005903515,0.00073327956,0.00017383951,0.00063696405,0.00021494756],"domain_scores_gemma":[0.9988089,0.00031449902,0.00064185756,0.000060445243,0.0001333824,0.000040894716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0072777723,0.00009773373,0.00030721026,0.00007786506,0.00038811885,0.00006739614,0.00081040646,0.000032499127,0.0002451413],"category_scores_gemma":[0.00016240512,0.00004371837,0.00008249608,0.0017186485,0.00021993644,0.0007656917,0.00013790614,0.00023130339,3.75214e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021963473,0.000782412,0.87356263,0.000045621833,0.00003661478,0.000022665146,0.0016153856,0.014607528,0.042822417,0.017082298,0.00044353885,0.04875923],"study_design_scores_gemma":[0.0008550348,0.0076613,0.89839244,0.00018127591,0.000018416637,0.00026335602,0.027044984,0.0035421574,0.00232178,0.012314497,0.046577092,0.00082766934],"about_ca_topic_score_codex":0.00058892096,"about_ca_topic_score_gemma":0.0012950443,"teacher_disagreement_score":0.04793156,"about_ca_system_score_codex":0.00006449706,"about_ca_system_score_gemma":0.00008328608,"threshold_uncertainty_score":0.29851356},"labels":[],"label_agreement":null},{"id":"W4396749768","doi":"10.19044/esj.2024.v20n12p63","title":"Bibliographic Review of Aquaponic Systems and their Relevance to Côte d’Ivoire, a Sub-Saharan African Country","year":2024,"lang":"en","type":"article","venue":"European Scientific Journal ESJ","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cote d ivoire; Relevance (law); Geography; Regional science; Political science; Humanities","score_opus":0.019478938471894976,"score_gpt":0.2350516891932451,"score_spread":0.21557275072135013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396749768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7148148,0.26950657,0.0000918749,0.0017332456,0.004050193,0.0004858838,0.00019394577,0.000089848516,0.009033658],"genre_scores_gemma":[0.96555305,0.03282106,0.000028475146,0.00021617002,0.0004146827,0.0000051421034,0.00002101264,0.000005827461,0.0009345947],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99746007,0.00041133657,0.0007954844,0.00046063683,0.00050067424,0.00037179663],"domain_scores_gemma":[0.9987927,0.00020137698,0.00025353007,0.0001814726,0.0003791833,0.00019170294],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0062125307,0.0002008637,0.0003225722,0.00046607567,0.0005354065,0.0011900486,0.00056443125,0.000035445522,0.000063261265],"category_scores_gemma":[0.00016022811,0.00007836572,0.0001495417,0.00815361,0.00018749003,0.0002405837,0.00012814652,0.0003446881,0.00010338887],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037449045,0.00017843113,0.00023657447,0.003759732,0.00020857829,0.00020597431,0.0021606688,0.000049080958,0.61405265,0.009031052,0.26380014,0.10627962],"study_design_scores_gemma":[0.000055795306,0.00016521072,0.00042371027,0.009147185,0.000021393102,0.00040620938,0.00045998054,0.0005340868,0.0002358682,0.0002403704,0.98806906,0.00024113196],"about_ca_topic_score_codex":0.000021928174,"about_ca_topic_score_gemma":0.000026195019,"teacher_disagreement_score":0.7242689,"about_ca_system_score_codex":0.000034369587,"about_ca_system_score_gemma":0.000050555933,"threshold_uncertainty_score":0.9998468},"labels":[],"label_agreement":null},{"id":"W4399679999","doi":"10.1016/b978-0-443-15690-8.00024-2","title":"Aquaponics systems: a holistic, ecosystem approach to food production","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lethbridge College; Dalhousie University","funders":"","keywords":"Aquaponics; Production (economics); Ecosystem; Environmental science; Food processing; Environmental resource management; Business; Agroforestry; Ecology; Fishery; Biology; Economics; Aquaculture; Fish ; Food science","score_opus":0.046648485366027434,"score_gpt":0.23488577793204024,"score_spread":0.1882372925660128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399679999","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010168687,0.0027715743,0.0000048679362,0.00023430715,0.0042400556,0.002222426,0.00061703037,0.0002933409,0.98859954],"genre_scores_gemma":[0.090168305,0.000045273882,0.00008164427,0.00009179571,0.0029190383,0.00029824127,0.0002511544,0.000022386987,0.90612215],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99658793,0.000049912735,0.0010033854,0.0011701295,0.0006755445,0.00051309273],"domain_scores_gemma":[0.99864286,0.00006372422,0.00036094655,0.00039042215,0.00035609867,0.00018596485],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00085570925,0.0006374075,0.0007909318,0.00013137756,0.00033480875,0.0004710812,0.0006195371,0.00060240744,0.000044198772],"category_scores_gemma":[0.000032447067,0.00028731607,0.00031446986,0.00014592917,0.000049537724,0.00005129692,0.00024543706,0.0006726491,0.001157548],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000142245835,0.00003536205,5.262171e-7,0.00066686294,0.00024957818,0.00000995183,0.00018507843,0.000056998142,0.00061094324,0.7565383,0.0021306274,0.23950157],"study_design_scores_gemma":[0.000043004646,0.00025323487,0.000001181953,0.0009852218,0.00011353714,0.000106276726,0.00008760154,0.0002910374,0.000017399605,0.0087421555,0.9886844,0.0006749277],"about_ca_topic_score_codex":0.0000041738235,"about_ca_topic_score_gemma":0.00019880391,"teacher_disagreement_score":0.9865538,"about_ca_system_score_codex":0.00034278544,"about_ca_system_score_gemma":0.000063865824,"threshold_uncertainty_score":0.9999579},"labels":[],"label_agreement":null},{"id":"W4399680000","doi":"10.1016/b978-0-443-15690-8.00023-0","title":"The promise and pitfalls of controlled environment agriculture (CEA)—technological, biological, and societal considerations for an evolving agricultural landscape","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Agriculture; Environmental resource management; Environmental planning; Geography; Natural resource economics; Business; Environmental science; Economics","score_opus":0.023684832329359636,"score_gpt":0.22388081964235163,"score_spread":0.20019598731299199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399680000","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13372211,0.045378942,0.0000031301438,0.0044831242,0.0005735106,0.010138286,0.0012788258,0.0002630913,0.804159],"genre_scores_gemma":[0.6000042,0.0026873166,0.00035787615,0.00010791143,0.00044742468,0.00047101607,0.00018658736,0.000009111452,0.39572856],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982862,0.00004513979,0.00064722635,0.0005429164,0.00020441398,0.00027412546],"domain_scores_gemma":[0.9985704,0.000690964,0.0003731039,0.00012466006,0.00016418246,0.00007670369],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006115778,0.00038092383,0.0006287046,0.000019367915,0.00078784744,0.00033194345,0.00019542224,0.0005496785,0.0000751063],"category_scores_gemma":[0.00008195845,0.00010946006,0.00023872932,0.000025171817,0.00053425715,0.000049142764,0.00017447425,0.00035483472,0.000006294742],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012123525,0.00010712042,0.000030007157,0.00014515182,0.00081592286,0.000008165791,0.0004221281,0.0000033535364,0.07888309,0.62455153,0.0023606874,0.2925516],"study_design_scores_gemma":[0.0010974997,0.0013314664,0.00028769262,0.0002931039,0.00032754624,0.0000954911,0.0008003776,0.0003279643,0.00018200827,0.20273122,0.7916655,0.00086012547],"about_ca_topic_score_codex":7.216409e-7,"about_ca_topic_score_gemma":0.000058387108,"teacher_disagreement_score":0.7893048,"about_ca_system_score_codex":0.000029426083,"about_ca_system_score_gemma":0.000014981564,"threshold_uncertainty_score":0.6059565},"labels":[],"label_agreement":null},{"id":"W4399680105","doi":"10.1016/b978-0-443-15690-8.00001-1","title":"Resilient, sustainable farmed fish production: connecting aquaculture and agriculture for a more powerful, efficient food system","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Aquaculture; Fish farming; Agriculture; Fishery; Fish ; Sustainable agriculture; Food processing; Production (economics); Business; Ecology; Biology; Economics; Food science","score_opus":0.012381396704673815,"score_gpt":0.22220579290149142,"score_spread":0.20982439619681761,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399680105","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011006284,0.0047068275,0.0000018127442,0.0020157122,0.0016555617,0.0040278654,0.0006461982,0.00037440142,0.9755653],"genre_scores_gemma":[0.08210538,0.000027662547,0.000050552895,0.000120400364,0.0014328082,0.00015908615,0.00032414662,0.000015624597,0.91576433],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973452,0.000026101232,0.0006613163,0.0010185653,0.00039670462,0.0005521213],"domain_scores_gemma":[0.9985347,0.00009809293,0.0003976828,0.00019320464,0.0006597609,0.000116558535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060292386,0.00055797317,0.0006195607,0.000062611914,0.00078757945,0.00038717507,0.0003029071,0.00060411147,0.000024262057],"category_scores_gemma":[0.00005866746,0.00023069704,0.00028870665,0.00011884254,0.00011395195,0.00004303285,0.00020699082,0.00055290863,0.000021350183],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081096354,0.00004984678,0.0000019760512,0.0035134563,0.0005258597,0.00006466229,0.0015491348,0.000043229164,0.0037572924,0.83803797,0.009748566,0.14262691],"study_design_scores_gemma":[0.00014241702,0.00030011515,0.000003360299,0.0011167305,0.00015687369,0.00015874168,0.002674689,0.00009191818,0.0002028025,0.0027874329,0.9917907,0.00057418697],"about_ca_topic_score_codex":0.0000040360596,"about_ca_topic_score_gemma":0.00017160243,"teacher_disagreement_score":0.9820422,"about_ca_system_score_codex":0.0002641946,"about_ca_system_score_gemma":0.00003757015,"threshold_uncertainty_score":0.94075525},"labels":[],"label_agreement":null},{"id":"W4399805292","doi":"10.3390/foods13121929","title":"Effectiveness of Chemical Sanitizers against Salmonella Typhimurium in Nutrient Film Technique (NFT) Hydroponic Systems: Implications for Food Safety, Crop Quality, and Nutrient Content in Leafy Greens","year":2024,"lang":"en","type":"article","venue":"Foods","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nutrient; Hand sanitizer; Salmonella; Aquaponics; Crop; Hydroponics; Biology; Horticulture; Environmental science; Toxicology; Biotechnology; Agronomy; Food science; Bacteria","score_opus":0.05271657464233294,"score_gpt":0.29664350911524834,"score_spread":0.2439269344729154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399805292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99289024,0.0019109009,0.0005542253,0.0007772479,0.0002488115,0.0022711772,0.0006474081,0.000059770933,0.0006402295],"genre_scores_gemma":[0.9987522,0.00012630377,0.000059440194,0.000023465429,0.00006828462,0.0007646607,0.00017317782,0.0000051056613,0.000027369364],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998046,0.00022717997,0.0007770987,0.00046472953,0.00015849996,0.00032650755],"domain_scores_gemma":[0.9987557,0.00076708675,0.00013380898,0.0001340821,0.00015135223,0.00005800499],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001663003,0.00019671157,0.0004282644,0.00010152691,0.000079884245,0.000070313086,0.00022628317,0.00021359311,0.0000041607086],"category_scores_gemma":[0.00009478267,0.000104997125,0.000112925205,0.00081299536,0.00011568691,0.00005711947,0.00011052235,0.00021166434,0.0000018574704],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018894124,0.00033257832,0.0023399738,0.0010696431,0.000052388823,0.0000028019954,0.00012542173,0.0000922652,0.68233025,0.3122824,0.000094237825,0.0010891039],"study_design_scores_gemma":[0.008579385,0.0091415085,0.1946299,0.016024904,0.00019342653,0.00023258038,0.00383652,0.021836627,0.5275407,0.15214308,0.0614682,0.0043732044],"about_ca_topic_score_codex":0.00033567142,"about_ca_topic_score_gemma":0.00020098445,"teacher_disagreement_score":0.19228992,"about_ca_system_score_codex":0.0002554771,"about_ca_system_score_gemma":0.00004601408,"threshold_uncertainty_score":0.42816585},"labels":[],"label_agreement":null},{"id":"W4400388970","doi":"10.55041/ijsrem36317","title":"Indoor Farming: Hydroponic Plant Growth Chamber","year":2024,"lang":"en","type":"article","venue":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydroponics; Leafy vegetables; Aquaponics; Environmental science; Agriculture; Fertigation; Nutrient; Agroforestry; Agronomy; Irrigation; Business; Agricultural science; Geography; Horticulture; Biology; Ecology","score_opus":0.04320067672191347,"score_gpt":0.29834490000770814,"score_spread":0.25514422328579467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400388970","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99343544,0.0014374781,0.00014211434,0.002028306,0.0016925939,0.00015019518,0.000015171022,0.000016473045,0.0010821988],"genre_scores_gemma":[0.9987319,0.00032928764,0.00014712662,0.000007946991,0.00017688004,0.0000074095105,0.000009032008,0.0000014243535,0.0005890013],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985399,0.000044275366,0.00036223576,0.00019336707,0.00060350954,0.0002566582],"domain_scores_gemma":[0.9995391,0.00016250898,0.00003484876,0.00003755361,0.00016785231,0.000058157726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035190848,0.00007728402,0.00011087747,0.0004439625,0.00011856757,0.00050873094,0.00019101908,0.00003324421,0.000036363315],"category_scores_gemma":[0.000024415036,0.000034952624,0.000056991536,0.0010199535,0.00007199237,0.00017707578,0.00010676195,0.00033002015,0.000014053765],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010607561,0.00036859413,0.0006641194,0.0012921831,0.00033037347,0.0022610445,0.0007089982,0.0018545481,0.111635745,0.78682524,0.012018693,0.08193438],"study_design_scores_gemma":[0.0006649178,0.00053259166,0.00951403,0.0059609255,0.000022542788,0.0011970097,0.00088717614,0.162225,0.0016353253,0.01241504,0.8044295,0.0005159872],"about_ca_topic_score_codex":0.000016761562,"about_ca_topic_score_gemma":0.000011286422,"teacher_disagreement_score":0.7924108,"about_ca_system_score_codex":0.00007947293,"about_ca_system_score_gemma":0.000013503614,"threshold_uncertainty_score":0.49057043},"labels":[],"label_agreement":null},{"id":"W4401907052","doi":"10.3390/ai5030073","title":"A Systematic Literature Review on Parameters Optimization for Smart Hydroponic Systems","year":2024,"lang":"en","type":"article","venue":"AI","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Higher Education Commission, Pakistan","keywords":"Hydroponics; Aquaponics; Agricultural engineering; Agriculture; Leafy vegetables; Environmental science; Light intensity; Internet of Things; Computer science; Business; Engineering; Horticulture; Ecology; World Wide Web; Biology","score_opus":0.016664939559263833,"score_gpt":0.25822343383752333,"score_spread":0.24155849427825948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401907052","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021824807,0.91358644,0.0053291563,0.025840083,0.010549857,0.014922824,0.00066892244,0.0012085376,0.0060693985],"genre_scores_gemma":[0.96824425,0.019700097,0.0004695381,0.0043362123,0.00062899676,0.0016939417,0.0009246873,0.000010605352,0.003991645],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987082,0.0001060855,0.00045650295,0.0003092727,0.00020692252,0.00021303409],"domain_scores_gemma":[0.999284,0.00032357484,0.00009503969,0.00011507131,0.0001425014,0.000039766954],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007587641,0.00015942608,0.00030943422,0.000034389035,0.00016116347,0.00043557625,0.00018890607,0.00010404191,0.000030592895],"category_scores_gemma":[0.00011232968,0.000056859262,0.00015709492,0.0007977274,0.000015054232,0.00012249721,0.000016855933,0.0001361257,0.00007620008],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042889314,0.00023780798,0.00001331889,0.43037996,0.00051521754,0.00006446216,0.00030135468,0.012676663,0.0032043494,0.4450346,0.10261472,0.004914673],"study_design_scores_gemma":[0.00013259664,0.0006541626,0.0000039067077,0.33580214,0.00017506884,0.00011791343,0.00007108961,0.59251195,0.00007089047,0.0008294557,0.069095336,0.0005354866],"about_ca_topic_score_codex":0.0000130640965,"about_ca_topic_score_gemma":0.0000061979426,"teacher_disagreement_score":0.9464195,"about_ca_system_score_codex":0.00006654646,"about_ca_system_score_gemma":0.000013361284,"threshold_uncertainty_score":0.42002717},"labels":[],"label_agreement":null},{"id":"W4403732951","doi":"10.53555/sfs.v10i3.3116","title":"From Waste To Wealth: The Potential Of Fish-Based Fertilizers In Crop Production","year":2023,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Production (economics); Crop; Fish ; Crop production; Environmental science; Agronomy; Agroforestry; Fishery; Agricultural science; Business; Biology; Economics; Agriculture; Ecology","score_opus":0.13861684481069608,"score_gpt":0.27887147501445264,"score_spread":0.14025463020375656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403732951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98283124,0.000029761188,0.0000028375325,0.015810357,0.0010893807,0.00011926329,0.00003007649,0.000004843912,0.00008223804],"genre_scores_gemma":[0.99954724,0.000023459112,0.000051465508,0.00015052706,0.00016251249,0.0000032521668,0.0000068554373,6.476505e-7,0.000054041437],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982331,0.0003226488,0.0006160616,0.00015820243,0.00046410627,0.00020590352],"domain_scores_gemma":[0.9990484,0.0003365945,0.00032292106,0.000054870747,0.0002058974,0.000031320833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052517983,0.00007557848,0.00019864854,0.00010841215,0.0001591243,0.0000871199,0.0005051017,0.000046139525,0.000048139882],"category_scores_gemma":[0.0006081376,0.000027270062,0.000049923587,0.0031279381,0.0002157513,0.00019546392,0.000046228444,0.00014441293,0.0000026402943],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034057087,0.00016966816,0.80934066,0.000015614169,0.000013197101,0.000015405913,0.0012398328,0.027481498,0.14058495,0.000073884985,0.0120248115,0.008699886],"study_design_scores_gemma":[0.00011632105,0.00033798782,0.9912037,0.000088572204,0.0000019195227,0.000002605656,0.0029171275,0.0008280631,0.00223029,0.00063170196,0.0015536353,0.00008802732],"about_ca_topic_score_codex":0.004839805,"about_ca_topic_score_gemma":0.017398493,"teacher_disagreement_score":0.18186307,"about_ca_system_score_codex":0.00003896788,"about_ca_system_score_gemma":0.00008005311,"threshold_uncertainty_score":0.97087675},"labels":[],"label_agreement":null},{"id":"W4406786399","doi":"10.1371/journal.pone.0292418","title":"Mathematical and computational modeling for organic and insect frass fertilizer production: A systematic review","year":2025,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Direktion für Entwicklung und Zusammenarbeit; Direktoratet for Utviklingssamarbeid; Novo Nordisk Fonden; Global Affairs Canada; Bill and Melinda Gates Foundation; European Commission; IKEA Foundation; Styrelsen för Internationellt Utvecklingssamarbete; Rockefeller Foundation; Government of the Republic of Kenya","keywords":"Frass; Biochemical engineering; Computer science; Agriculture; Production (economics); Agricultural productivity; Productivity; European union; Fertilizer; Agricultural engineering; Ecology; Engineering; Business; Biology; Economics","score_opus":0.13309102139628387,"score_gpt":0.2885589796542367,"score_spread":0.15546795825795284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406786399","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00018737647,0.99512666,0.00011984031,0.00035781466,0.000038028877,0.004015745,0.00005071179,0.00003839338,0.00006543521],"genre_scores_gemma":[0.00019014503,0.9973092,0.00086811994,0.00009111957,0.00012061306,0.0008067645,0.00016664079,0.0000033068952,0.00044411118],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9982416,0.00012325798,0.00083749625,0.0003953977,0.00024251726,0.00015973469],"domain_scores_gemma":[0.99883825,0.00050976797,0.00026378114,0.0000987087,0.0002493813,0.000040120274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071422424,0.00024036269,0.0017096971,0.000033386325,0.00022306184,0.00008983046,0.00015114514,0.00015534845,0.000033291348],"category_scores_gemma":[0.0006961602,0.000093708855,0.000117923424,0.00041600442,0.000028532842,0.00004806762,0.00008135189,0.00015940574,0.0000092695645],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.575446e-7,0.00013807425,1.6454334e-7,0.99284476,0.0002162526,2.5471826e-7,0.00000847223,4.525793e-7,0.000008263474,0.0032701644,0.000043891087,0.00346832],"study_design_scores_gemma":[0.00004894249,0.00006743563,1.2525676e-7,0.98403597,0.0027923824,0.000028303468,0.0000131221495,0.006074083,7.115188e-7,0.0047861952,0.0018463895,0.0003063346],"about_ca_topic_score_codex":0.0000015747956,"about_ca_topic_score_gemma":0.0000050025756,"teacher_disagreement_score":0.008808758,"about_ca_system_score_codex":0.000041170533,"about_ca_system_score_gemma":0.00004691504,"threshold_uncertainty_score":0.38213363},"labels":[],"label_agreement":null},{"id":"W4408000818","doi":"10.5958/2582-2527.2024.00014.2","title":"Paradigms in digital horticulture: A prospective","year":2024,"lang":"en","type":"article","venue":"International Journal of Innovative Horticulture","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Confederation of University Faculty Associations","funders":"","keywords":"Horticulture; Biology","score_opus":0.008485047231098983,"score_gpt":0.25472159709580544,"score_spread":0.24623654986470644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408000818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9884517,0.0008000142,0.000096947144,0.0035730586,0.0017089702,0.00018522562,0.000092016075,0.000033361852,0.005058676],"genre_scores_gemma":[0.9982766,0.000047196892,0.00009875853,0.00016371753,0.0009922723,0.000010094493,0.000051651154,0.0000021298572,0.000357584],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981814,0.000022391176,0.00079345703,0.00021046662,0.00059682585,0.0001954712],"domain_scores_gemma":[0.9977159,0.000095382304,0.00026905115,0.000036074238,0.0018400525,0.000043528908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035388843,0.00016957636,0.0002277039,0.00011658655,0.000046184385,0.0005367965,0.0004377453,0.00011367032,0.00011231635],"category_scores_gemma":[0.00021095863,0.00006250671,0.000121559926,0.0016892081,0.00006444454,0.00073867664,0.000058201822,0.00049594685,0.000027793672],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038579488,0.001024854,0.07789835,0.00003547925,0.0014105116,0.0020469816,0.005396451,0.00021344206,0.24730583,0.531428,0.021918306,0.11093604],"study_design_scores_gemma":[0.0016677827,0.0016301002,0.30718833,0.002086549,0.000048746453,0.0030671095,0.006593429,0.0013502103,0.016519753,0.051078483,0.6073531,0.0014163783],"about_ca_topic_score_codex":0.000013382337,"about_ca_topic_score_gemma":0.000055157932,"teacher_disagreement_score":0.5854348,"about_ca_system_score_codex":0.00023513047,"about_ca_system_score_gemma":0.00005694569,"threshold_uncertainty_score":0.51763415},"labels":[],"label_agreement":null},{"id":"W4410756504","doi":"10.1016/j.aquaculture.2025.742760","title":"Life cycle assessment of Tilapia production via conventional aquaculture and aquaponic systems","year":2025,"lang":"en","type":"article","venue":"Aquaculture","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Ministry of Higher Education, Science, Research and Innovation, Thailand; King Mongkut's University of Technology Thonburi; International Development Research Centre","keywords":"Biology; Aquaculture; Tilapia; Aquaponics; Fishery; Recirculating aquaculture system; Production (economics); Fish ; Biotechnology; Zoology","score_opus":0.01119923514198739,"score_gpt":0.2596464742159362,"score_spread":0.24844723907394878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410756504","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9798546,0.0024727304,0.00017355883,0.0060167885,0.0012911098,0.0008357424,0.00009579774,0.00010134684,0.009158324],"genre_scores_gemma":[0.9951575,0.00010358091,0.00013293778,0.00022613423,0.00021105401,0.000048909267,0.00020954864,0.0000016699764,0.0039086686],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984185,0.000109552544,0.00051104324,0.0004090446,0.00031611492,0.00023574739],"domain_scores_gemma":[0.999148,0.00005723538,0.0002614066,0.000116791445,0.0003330454,0.00008352815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000469349,0.0002017471,0.00032553147,0.00003717019,0.0003144597,0.00008333917,0.00021762961,0.00023127251,0.00009235499],"category_scores_gemma":[0.00009033917,0.000085129745,0.00010025105,0.00072030624,0.00009975996,0.0001545888,0.000076221455,0.00024272905,0.000009862168],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045078858,0.00048017787,0.009116525,0.00034245139,0.00034153354,0.0000032597845,0.00024972117,0.00052464276,0.50609857,0.4523266,0.024770698,0.005700709],"study_design_scores_gemma":[0.0020792417,0.00088709086,0.19051228,0.0013586945,0.0003977725,0.00013590504,0.005417739,0.041689143,0.007012117,0.015757902,0.73290086,0.0018512732],"about_ca_topic_score_codex":0.00027189642,"about_ca_topic_score_gemma":0.00017694627,"teacher_disagreement_score":0.7081301,"about_ca_system_score_codex":0.000057249716,"about_ca_system_score_gemma":0.00006097869,"threshold_uncertainty_score":0.347149},"labels":[],"label_agreement":null},{"id":"W4411411911","doi":"10.51470/plantarchives.2025.v25.no.1.353","title":"HYDROPONICS SUSTAINABLE APPROACH OF VEGETABLE PRODUCTION: A REVIEW","year":2025,"lang":"en","type":"review","venue":"PLANT ARCHIVES","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydroponics; Production (economics); Sustainable production; Crop production; Biotechnology; Business; Agricultural engineering; Agronomy; Agriculture; Biology; Engineering; Economics","score_opus":0.02893888770213268,"score_gpt":0.26660994764978074,"score_spread":0.23767105994764806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411411911","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000023280877,0.9602651,0.0000062267895,0.000089399386,0.00021114544,0.0013888887,0.00022569732,0.00004142812,0.03776976],"genre_scores_gemma":[0.00000769016,0.98400885,0.000239486,0.00002577777,0.00021471044,0.00021915163,0.0015378265,0.0000023821074,0.01374411],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977749,0.0002463552,0.000861617,0.0005002912,0.00022974916,0.0003870822],"domain_scores_gemma":[0.99872303,0.00038695516,0.000556775,0.00022047738,0.00006983341,0.00004295742],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053490186,0.00033118276,0.0015459284,0.0000826384,0.00022625136,0.000036267826,0.00062862126,0.00013524889,0.000041884603],"category_scores_gemma":[0.00016558569,0.00012317832,0.00042233773,0.00113621,0.00008953488,0.0000615136,0.00022870423,0.00033550616,0.000010521592],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005550442,0.00022372331,0.0000018131036,0.30809778,0.00018193209,0.000008589694,0.000041326843,0.00000233002,0.000020346182,0.06460097,0.006058403,0.6207572],"study_design_scores_gemma":[0.00001734914,0.00003832811,4.8429627e-7,0.04778926,0.00024827215,0.000056229608,0.000029195451,0.000020625235,0.00000322697,0.0005383038,0.95102316,0.0002355519],"about_ca_topic_score_codex":0.000036867892,"about_ca_topic_score_gemma":0.000007517471,"teacher_disagreement_score":0.94496477,"about_ca_system_score_codex":0.000029524019,"about_ca_system_score_gemma":0.00018362114,"threshold_uncertainty_score":0.50230664},"labels":[],"label_agreement":null},{"id":"W4412864933","doi":"10.1016/j.cep.2025.110446","title":"Enhancing sustainable agriculture through optimized polyculture hydroponic operating strategies","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering and Processing - Process Intensification","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; University of Waterloo","keywords":"Polyculture; Sustainable agriculture; Agriculture; Agricultural engineering; Environmental science; Agronomy; Agroforestry; Business; Biology; Engineering; Fishery; Ecology; Aquaculture; Fish ","score_opus":0.007547622023771965,"score_gpt":0.23575455481944085,"score_spread":0.2282069327956689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412864933","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9761483,0.0047487323,0.011993526,0.0018239307,0.00025803794,0.0004689571,0.0000059499143,0.00049033464,0.0040622023],"genre_scores_gemma":[0.9966694,0.00005903076,0.002079903,0.00017424082,0.00018659535,0.00006890198,0.00009179447,0.0000034836623,0.0006666343],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99853724,0.000019956324,0.0004756104,0.00045220988,0.00015327352,0.0003617216],"domain_scores_gemma":[0.9989978,0.00007056703,0.00014107356,0.00007817553,0.00066325424,0.00004914791],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003363215,0.00024054274,0.00028319124,0.000028799735,0.0004115369,0.0004953461,0.00022432725,0.00024369502,0.000008516206],"category_scores_gemma":[0.0002732626,0.00011469932,0.000053671436,0.00090238027,0.00006416154,0.00048512282,0.000057463592,0.00037300892,0.000001809055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014792824,0.000049525494,0.00003473137,0.0005268642,0.000028124174,0.0000018827603,0.00068274874,0.0011453909,0.9744868,0.018141694,0.0001770166,0.004710407],"study_design_scores_gemma":[0.00094522565,0.0001272775,0.00045084115,0.0021639655,0.00014032082,0.00008415951,0.031155387,0.16750392,0.76208264,0.0072499234,0.026543096,0.0015532427],"about_ca_topic_score_codex":0.000055912395,"about_ca_topic_score_gemma":0.000002746891,"teacher_disagreement_score":0.21240418,"about_ca_system_score_codex":0.000062804174,"about_ca_system_score_gemma":0.00006494128,"threshold_uncertainty_score":0.4776634},"labels":[],"label_agreement":null},{"id":"W4413537826","doi":"10.64628/aap.ey6etxwn6","title":"A small aquatic plant, duckweed, could revolutionize the food of tomorrow","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Aquatic plant; Environmental science; Biology; Business; Ecology","score_opus":0.044632131366977995,"score_gpt":0.22006418220529214,"score_spread":0.17543205083831415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413537826","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9602279,0.0021742305,0.0001522235,0.007979336,0.00077025016,0.00036005228,0.00011567026,0.00013019142,0.028090162],"genre_scores_gemma":[0.9968743,0.0000387054,0.00009979201,0.00014808356,0.00018498082,0.000015533049,0.000024608267,7.89592e-7,0.0026132492],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992213,0.000040338826,0.00026644682,0.00016024764,0.00015804447,0.00015361131],"domain_scores_gemma":[0.9995196,0.00028908072,0.00004975848,0.00007451157,0.000046676767,0.000020401416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044976868,0.000081967126,0.00010939217,0.000013836681,0.00014945335,0.000080788544,0.00023930038,0.00006124016,0.0002895246],"category_scores_gemma":[0.00004330652,0.000022095881,0.000077253215,0.0005899091,0.000056259712,0.00003948852,0.000042820167,0.00011458187,0.00006878341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011972494,0.00008998127,0.0005659943,0.00007231736,0.00009441488,0.0000045684387,0.00028525677,0.000022687002,0.0609497,0.90209913,0.024140868,0.011663127],"study_design_scores_gemma":[0.0002782496,0.0015165725,0.004787298,0.00048710685,0.0001052472,0.00018342174,0.0023153266,0.09611298,0.008752737,0.0652819,0.8194238,0.0007553565],"about_ca_topic_score_codex":0.00042286896,"about_ca_topic_score_gemma":0.0020028907,"teacher_disagreement_score":0.8368172,"about_ca_system_score_codex":0.000020954669,"about_ca_system_score_gemma":0.000019342146,"threshold_uncertainty_score":0.31700915},"labels":[],"label_agreement":null},{"id":"W4414358657","doi":"10.1007/s10479-025-06845-9","title":"Bayesian network modeling for ROI simulation and scenario analysis: a case study on commercial aquaponics","year":2025,"lang":"en","type":"article","venue":"Annals of Operations Research","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Lethbridge; Lethbridge College","funders":"","keywords":"Flexibility (engineering); Variety (cybernetics); Bayesian network; Resource (disambiguation); Sustainability; Aquaponics; Bayesian probability; Range (aeronautics); Profitability index","score_opus":0.34461525568467055,"score_gpt":0.5005654714985831,"score_spread":0.15595021581391255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414358657","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9908091,0.00013981377,0.0054812618,0.0021472948,0.000047127887,0.00096414366,0.000034301393,0.000011594575,0.00036538547],"genre_scores_gemma":[0.9992757,0.000017784521,0.00014159938,0.00011902216,0.000105860745,0.000094688716,0.000053503307,0.0000011018375,0.00019075253],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985061,0.00027331506,0.0004075617,0.00027405727,0.00026731082,0.0002716149],"domain_scores_gemma":[0.9982486,0.00055302103,0.00002909971,0.00013047605,0.0009978536,0.000040988485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002570129,0.00008982373,0.00021804642,0.00017072678,0.0012613003,0.00020075183,0.00015500098,0.00007916565,0.000014530543],"category_scores_gemma":[0.00020702844,0.000044876702,0.000078802725,0.00222252,0.000045098386,0.000092816124,0.000074815136,0.00018002436,0.0000011508783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005207979,0.00031216943,0.0017168254,0.000007488022,0.00018986627,0.000005728491,0.0004336497,0.9750105,0.00016556578,0.015453105,0.00021250479,0.006440514],"study_design_scores_gemma":[0.00014241255,0.0004597755,0.00071103557,0.000021678363,0.00003547739,0.0000014727567,0.0024722796,0.99489033,0.000023686374,0.0006764959,0.0004896294,0.000075725286],"about_ca_topic_score_codex":0.0022971877,"about_ca_topic_score_gemma":0.017273443,"teacher_disagreement_score":0.019879827,"about_ca_system_score_codex":0.00001814256,"about_ca_system_score_gemma":0.000047978658,"threshold_uncertainty_score":0.97010297},"labels":[],"label_agreement":null},{"id":"W4414550708","doi":"10.1007/978-3-031-98883-7_13","title":"Green Hydroponics Factory—A Learning Factory Concept for Transdisciplinary Research and Education","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Factory (object-oriented programming); Adaptability; Sustainability; Product (mathematics); Scalability; Resource (disambiguation); Industry 4.0; Lifelong learning","score_opus":0.04402821176497113,"score_gpt":0.2987787029871539,"score_spread":0.2547504912221828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414550708","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14022009,0.53082746,0.027428921,0.00889703,0.0176774,0.022751234,0.0013995249,0.00064725865,0.2501511],"genre_scores_gemma":[0.9420791,0.0010625556,0.000020826868,0.00005630353,0.0012974757,0.00010902657,0.00052288023,0.000009365269,0.05484245],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978942,0.00013428456,0.00058511406,0.0006669624,0.00028489274,0.00043452767],"domain_scores_gemma":[0.997842,0.0014440397,0.00021506565,0.00012508447,0.0002930205,0.00008078082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095927605,0.00035657082,0.0005773298,0.00012181555,0.00063916395,0.00022882459,0.00023258322,0.00092189526,0.000026541853],"category_scores_gemma":[0.000052100993,0.00017995111,0.00009061438,0.00019910945,0.00020005793,0.000061190905,0.00010715393,0.0011549864,0.0000010234369],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032724097,0.00023290222,0.0020294883,0.0019772789,0.00040206328,0.00002024811,0.0046816696,0.024008302,0.0009966833,0.35781923,0.0045628473,0.60294205],"study_design_scores_gemma":[0.0007259127,0.0017511826,0.00044707616,0.0045876494,0.00009387269,0.000051510382,0.000870671,0.165324,0.00001615081,0.08757114,0.73680323,0.0017576014],"about_ca_topic_score_codex":0.00037853295,"about_ca_topic_score_gemma":0.0010529582,"teacher_disagreement_score":0.801859,"about_ca_system_score_codex":0.00013148636,"about_ca_system_score_gemma":0.000088428686,"threshold_uncertainty_score":0.7338193},"labels":[],"label_agreement":null},{"id":"W4415233767","doi":"10.1002/aff2.70122","title":"Evaluation of Nutrient Flow Through and Media‐Bed Aquaponic Systems","year":2025,"lang":"en","type":"article","venue":"Aquaculture Fish and Fisheries","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Alberta Agricultural Research Institute","keywords":"Aquaponics; Nutrient; Nitrate; Biomass (ecology); Water quality; Hydroponics","score_opus":0.028399996201920484,"score_gpt":0.24619139426335301,"score_spread":0.21779139806143252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415233767","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9760483,0.0044501843,0.00003984783,0.00376869,0.00061379897,0.0005724475,0.00015924919,0.00004671981,0.014300794],"genre_scores_gemma":[0.9986019,0.00043437653,0.00013006234,0.00027661532,0.00010696796,0.000052872576,0.00013864772,0.0000011134196,0.0002574204],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986508,0.00013767321,0.0003588105,0.00027530076,0.0003955492,0.0001818679],"domain_scores_gemma":[0.99914443,0.00013676568,0.00013513565,0.000079165366,0.0004706442,0.000033869794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008309471,0.00015438108,0.00027130757,0.000017953931,0.00024092602,0.00013417148,0.000120160264,0.00017059193,0.000050655384],"category_scores_gemma":[0.00018738907,0.00006554722,0.00004290089,0.00043883632,0.00012221467,0.0001866043,0.00006276275,0.00011242373,0.0000012739105],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002610154,0.00065937924,0.0206449,0.0007733156,0.0008408076,0.000007133778,0.012109909,0.00007880013,0.071949475,0.5471275,0.12901539,0.2165324],"study_design_scores_gemma":[0.0028329939,0.000698832,0.04673133,0.00085049524,0.00073318055,0.000051209514,0.019221358,0.02502676,0.0065274597,0.0778018,0.81829184,0.0012327546],"about_ca_topic_score_codex":0.0003301786,"about_ca_topic_score_gemma":0.000948608,"teacher_disagreement_score":0.68927646,"about_ca_system_score_codex":0.00003088727,"about_ca_system_score_gemma":0.000029707968,"threshold_uncertainty_score":0.26729378},"labels":[],"label_agreement":null},{"id":"W4416200176","doi":"10.1680/jenes.24.00167","title":"Sprouting hydro-cities to feed urban communities: are they sustainable?","year":2025,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydroponics; Sustainability; Life-cycle assessment; Nutrient; Sustainable development","score_opus":0.006047243560131235,"score_gpt":0.18827178600091324,"score_spread":0.182224542440782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416200176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99842894,0.0002192014,0.000050053994,0.00038455753,0.00015565858,0.00006264459,0.00000413255,0.000007780677,0.0006870407],"genre_scores_gemma":[0.9991697,0.000031171036,0.00016145795,0.000096943375,0.000057052846,0.0000015518727,4.8632745e-7,6.377549e-7,0.00048100497],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992556,0.000012114807,0.00023164295,0.000080390884,0.00020654578,0.00021373315],"domain_scores_gemma":[0.99969614,0.000069184556,0.00009683591,0.000047121786,0.000028672534,0.0000620547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006826854,0.00007997079,0.0001264363,0.000081250975,0.0003708925,0.00013260079,0.00029704403,0.000026233438,0.000013264162],"category_scores_gemma":[0.000046527075,0.000037071837,0.00003093007,0.0003094832,0.000090943824,0.00017951621,0.00013946042,0.00013781716,0.0000010621451],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003750383,0.00018349107,0.044760074,0.00008427893,0.000050226954,0.000032836826,0.005069375,0.015657142,0.8885409,0.037113596,0.00048228013,0.007988286],"study_design_scores_gemma":[0.0009247355,0.0014081347,0.648203,0.0013268612,0.00005878136,0.0002811507,0.14335817,0.04558531,0.014085061,0.0019304714,0.1416329,0.0012054086],"about_ca_topic_score_codex":0.00005193316,"about_ca_topic_score_gemma":0.0000078159355,"teacher_disagreement_score":0.87445587,"about_ca_system_score_codex":0.000115064744,"about_ca_system_score_gemma":0.000012361646,"threshold_uncertainty_score":0.28526428},"labels":[],"label_agreement":null},{"id":"W4416869893","doi":"10.1016/j.jece.2025.120540","title":"Construction and impact mechanism of a vegetable-algae symbiosis system in factory aquaponics","year":2025,"lang":"en","type":"article","venue":"Journal of environmental chemical engineering","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ministry of Agriculture","funders":"","keywords":"Aquaponics; Hydroponics; Nutrient; Nitrate; Biomass (ecology); Chlorella vulgaris; Photobioreactor; Symbiosis; Nitrogen cycle","score_opus":0.003604054905957169,"score_gpt":0.17485093556547676,"score_spread":0.1712468806595196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416869893","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99894637,0.0005099711,0.000218453,0.000022459491,0.00013783133,0.00005758344,0.000013136493,0.0000051018087,0.00008907054],"genre_scores_gemma":[0.9994654,0.000051469095,0.0004377764,0.0000047347185,0.00003188836,0.0000011976073,0.0000024706708,0.0000010229106,0.0000040219697],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99923927,0.0000111568415,0.0004198597,0.000083636776,0.00012982967,0.00011624909],"domain_scores_gemma":[0.9996977,0.00006746018,0.00015809207,0.00003072701,0.000010293143,0.00003573663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020624387,0.000092572205,0.00022433454,0.000051881383,0.000019247895,0.000012606111,0.00009304042,0.0000890329,0.000013837238],"category_scores_gemma":[0.00001784777,0.00004565615,0.00007560337,0.00016489143,0.000026612743,0.00007616392,0.000039489096,0.00016812178,3.580231e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012380668,0.00003216189,0.0020773597,0.0000382998,0.000027448652,0.0000023530908,0.00001784391,0.00020695972,0.9925207,0.003899988,0.0000017345867,0.0011627694],"study_design_scores_gemma":[0.0015279937,0.0004667805,0.038148377,0.0015328797,0.00010265199,0.00046227337,0.0013334111,0.03768739,0.91672367,0.0009193879,0.0005352145,0.00055999676],"about_ca_topic_score_codex":0.000012426989,"about_ca_topic_score_gemma":5.708194e-7,"teacher_disagreement_score":0.07579706,"about_ca_system_score_codex":0.00021032423,"about_ca_system_score_gemma":0.00000713413,"threshold_uncertainty_score":0.18618038},"labels":[],"label_agreement":null},{"id":"W4417500654","doi":"10.1093/iob/obaf049","title":"Introducing a Novel Course-Based Undergraduate Research Experience Using Duckweed as a Model System","year":2025,"lang":"en","type":"article","venue":"Integrative Organismal Biology","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"LSU College of Science; East China University of Science and Technology; National Natural Science Foundation of China; Louisiana Board of Regents; Gordon and Betty Moore Foundation; Directorate for Biological Sciences; Chinese Academy of Sciences; National Science Foundation","keywords":"Undergraduate research; Bridging (networking); Curriculum; Undergraduate student; Environmental research; Focus (optics); Model system; Scalability","score_opus":0.05899621598934213,"score_gpt":0.3647051777892664,"score_spread":0.3057089617999243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417500654","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96636003,0.00012998695,0.022723416,0.0054379026,0.00057175907,0.00048231301,0.000066727334,0.00012287314,0.004105019],"genre_scores_gemma":[0.9965779,0.0000035208907,0.002202822,0.0003099325,0.00015477724,0.000056060686,0.00005158896,0.0000029635794,0.00064043165],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99776775,0.0003022604,0.0004728338,0.0006768323,0.00021770231,0.0005625979],"domain_scores_gemma":[0.99833447,0.00037983875,0.00014555363,0.0001808627,0.0008954543,0.000063844906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000987566,0.00024759042,0.00035987643,0.00010553675,0.00081904785,0.00012871156,0.0005662985,0.0002587786,0.000048953116],"category_scores_gemma":[0.00031414814,0.00010312479,0.000084708496,0.00168178,0.00040592055,0.0000793363,0.00017063106,0.0004871983,0.00004670466],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026242587,0.00006863982,0.00032736905,0.000007188011,0.000020257597,0.0000017070122,0.0001911786,0.00024500463,0.6134678,0.38512605,0.00006473474,0.0004538157],"study_design_scores_gemma":[0.00088574627,0.0009057656,0.00045644134,0.0005758415,0.00004725228,0.00005144121,0.018971918,0.6681694,0.27324513,0.030444799,0.0053959526,0.00085032196],"about_ca_topic_score_codex":0.0017294346,"about_ca_topic_score_gemma":0.0004556316,"teacher_disagreement_score":0.6679244,"about_ca_system_score_codex":0.000407065,"about_ca_system_score_gemma":0.00032795884,"threshold_uncertainty_score":0.6299537},"labels":[],"label_agreement":null},{"id":"W6921156144","doi":"10.6084/m9.figshare.9175661","title":"Present Scenario of Global Salt Affected Soils, its Management and Importance of Salinity Research","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":97,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salinity; Soil salinity; Agriculture; Land degradation; Dryland salinity; Agricultural productivity; Productivity; Hectare","score_opus":0.07572287136790208,"score_gpt":0.3158056169027496,"score_spread":0.24008274553484754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6921156144","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.958135,0.00059289683,2.4295684e-8,0.00014363209,0.000042788226,0.0005153842,0.030155858,0.000014221997,0.0104002],"genre_scores_gemma":[0.9947714,0.00001104082,0.000017410492,0.000012527434,0.000042380812,0.000024515974,0.004823224,6.3727265e-7,0.00029685235],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99898535,0.00006829729,0.00023592066,0.0001958462,0.00032917658,0.00018542905],"domain_scores_gemma":[0.9993391,0.00009155997,0.00012993153,0.00009504129,0.00031076977,0.000033592405],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026317703,0.000069215144,0.00014533663,0.000011830795,0.00006294622,0.000023006358,0.00022578682,0.0000692235,0.010093371],"category_scores_gemma":[0.0001004344,0.000030702147,0.000034849763,0.0005644013,0.00001287603,0.00005048041,0.0002178282,0.00009049382,0.00009595078],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026596853,0.0016228966,0.1769759,0.0066880886,0.0004421335,0.00004594643,0.0003466391,0.00014533431,0.08733429,0.10581286,0.59393615,0.02638378],"study_design_scores_gemma":[0.0005590007,0.00072233885,0.8836906,0.0023975174,0.000011061785,0.000008054423,0.00028881044,0.0022800216,0.006057394,0.0018469049,0.10176002,0.000378252],"about_ca_topic_score_codex":0.000058411326,"about_ca_topic_score_gemma":0.00018887766,"teacher_disagreement_score":0.7067147,"about_ca_system_score_codex":0.000030713276,"about_ca_system_score_gemma":0.000014218932,"threshold_uncertainty_score":0.9908115},"labels":[],"label_agreement":null},{"id":"W6922364568","doi":"10.12114/j.issn.1007-9572.2023.0784","title":"Incidence and Related Factors of Post-stroke Cognitive Impairment: a Multicenter Cross-sectional Study Based on Full-cycle Rehabilitation in Stroke","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rehabilitation; Hospital Anxiety and Depression Scale; Stroke (engine); Cognition; Anxiety; Incidence (geometry); Depression (economics); Berg Balance Scale","score_opus":0.08860216785439827,"score_gpt":0.47141201615452405,"score_spread":0.38280984830012577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6922364568","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99704915,0.00073361665,0.0000040609366,0.00008589642,0.0004101115,0.0008771425,0.0004198163,0.000019994692,0.00040019432],"genre_scores_gemma":[0.9996437,0.00008411571,0.000017378115,0.000032331078,0.000036339563,0.000040201583,0.00004172299,0.000004157833,0.00010004368],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99747825,0.00031465146,0.0009625069,0.00042997132,0.000596727,0.00021789591],"domain_scores_gemma":[0.99742454,0.0015502181,0.0004192766,0.00008773072,0.00044268524,0.00007556125],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018561884,0.00019924715,0.00036796762,0.00036823662,0.00019957896,0.0007787973,0.0005459223,0.00011073217,0.0018187562],"category_scores_gemma":[0.00047750742,0.00010058181,0.00012912154,0.0009576303,0.00013685784,0.000940589,0.00022077907,0.0003511371,0.000004913656],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003266211,0.0006366036,0.899082,0.000042327523,0.000065085,0.000010391192,0.00042350273,0.00026361714,0.097927466,0.000059472954,0.000027770739,0.001135144],"study_design_scores_gemma":[0.0004862055,0.00032586604,0.9919804,0.00040320592,0.000019152196,0.000002905511,0.00080764916,0.003872958,0.00147977,0.0004153288,0.000034353456,0.00017220592],"about_ca_topic_score_codex":0.0016611363,"about_ca_topic_score_gemma":0.0005428791,"teacher_disagreement_score":0.0964477,"about_ca_system_score_codex":0.00011353401,"about_ca_system_score_gemma":0.000049897215,"threshold_uncertainty_score":0.9990937},"labels":[],"label_agreement":null},{"id":"W6926980188","doi":"10.25345/c5599zd4g","title":"MassIVE MSV000096638 - Phosphoproteomics on cisplatin or LPS treated on HEI OC1 cells","year":2024,"lang":"en","type":"dataset","venue":"California Digital Library","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Phosphoproteomics; Cisplatin; Cytotoxicity; Cell culture; In vitro","score_opus":0.012910980902521617,"score_gpt":0.2038003312260207,"score_spread":0.19088935032349907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6926980188","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008014367,0.000110659945,1.6670556e-7,0.00085664715,0.00073550484,0.0007232097,0.9830685,0.00024432878,0.006246606],"genre_scores_gemma":[0.003905332,0.000158737,0.000012162138,0.0012582247,0.00097953,0.00009256545,0.98762953,0.00001586319,0.0059480527],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99722177,0.000051058403,0.0007493946,0.0009181848,0.00049890345,0.0005606795],"domain_scores_gemma":[0.9987574,0.00034638957,0.00032091956,0.00033513465,0.000043049076,0.00019710672],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009648345,0.0006926072,0.0005951355,0.00010130138,0.00025266962,0.0015735897,0.0008421905,0.0006935252,0.0032010814],"category_scores_gemma":[0.00005004652,0.00025725883,0.0003087984,0.0009857836,0.000108586755,0.00030014527,0.00031768688,0.0008297336,0.041135326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024321159,0.00021075978,0.00000657374,0.000080724414,0.00006624734,0.0002477623,0.0000021623857,0.000011974618,0.00018290136,0.00031321222,0.9950791,0.0035553686],"study_design_scores_gemma":[0.00014222725,0.00078170985,0.000003734735,0.0004772349,0.000031478547,0.000014016495,0.000023327215,0.00010383995,0.001927,0.0009833012,0.9948552,0.00065688445],"about_ca_topic_score_codex":0.000021903123,"about_ca_topic_score_gemma":0.000012358707,"teacher_disagreement_score":0.037934244,"about_ca_system_score_codex":0.00009447518,"about_ca_system_score_gemma":0.00008085645,"threshold_uncertainty_score":0.99998796},"labels":[],"label_agreement":null},{"id":"W6957921761","doi":"10.60692/g8gf6-fmq27","title":"Evidence forChlamydia trachomatisas a Human Papillomavirus Cofactor in the Etiology of Invasive Cervical Cancer in Brazil and the Philippines","year":2002,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Canada","funders":"","keywords":"Chlamydia trachomatis; Cervical cancer; Etiology; HPV infection; Risk factor; Human papillomavirus; Chlamydia; Papillomaviridae; Antibody","score_opus":0.07448742728889567,"score_gpt":0.2489871987014265,"score_spread":0.1744997714125308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6957921761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99722886,0.00011874211,0.000007934254,0.0011109482,0.00009016938,0.0005514518,0.000056696786,0.000013788264,0.00082138326],"genre_scores_gemma":[0.99949247,0.000013965902,0.0000035449539,0.00024689443,0.000053210297,0.00016258696,0.000005931645,6.452495e-7,0.00002077607],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99855024,0.0002713312,0.0006949365,0.000110538,0.00020198597,0.00017094774],"domain_scores_gemma":[0.9992657,0.00021564552,0.00030790814,0.000102279395,0.00009125585,0.000017240285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093162747,0.00011387921,0.0002451659,0.000053249973,0.00016866325,0.00008795318,0.00028631688,0.00009868558,0.000086651395],"category_scores_gemma":[0.00007923926,0.000035100376,0.00004486409,0.0004632006,0.00013188532,0.0003000145,0.000043731765,0.00012691626,0.000018261806],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012710912,0.000018643921,0.75983185,0.00040639465,0.00003766307,0.0000039526994,0.2003358,0.00014504904,0.00054842484,0.032421518,0.00013762941,0.0059859836],"study_design_scores_gemma":[0.0013554136,0.00010596359,0.97036916,0.00079189497,0.000014390343,0.00003883665,0.021166686,0.0054872306,0.00012947725,0.000102830214,0.000231223,0.00020692078],"about_ca_topic_score_codex":0.000560587,"about_ca_topic_score_gemma":0.000531346,"teacher_disagreement_score":0.2105373,"about_ca_system_score_codex":0.00004159451,"about_ca_system_score_gemma":0.0000061754345,"threshold_uncertainty_score":0.14313519},"labels":[],"label_agreement":null},{"id":"W6958134879","doi":"10.6084/m9.figshare.26611715","title":"Additional file 5 of Reporting of costs and economic impacts in randomized trials of de-implementation interventions for low-value care: a systematic scoping review","year":2024,"lang":"en","type":"dataset","venue":"Figshare","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; McMaster University","funders":"","keywords":"Psychological intervention; Economic impact analysis; Randomized controlled trial; Systematic review; Cost–benefit analysis; Intervention (counseling); Economic evaluation","score_opus":0.1259011692112634,"score_gpt":0.41929042257863736,"score_spread":0.293389253367374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958134879","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000018562336,0.010959346,5.0097725e-8,0.000012859283,0.000042939355,0.0035537714,0.98539764,0.0000034378818,0.0000113718115],"genre_scores_gemma":[0.00017512687,0.00031936495,0.000036750644,0.00001145031,0.000056961562,0.003919419,0.9954751,0.0000014503272,0.0000043854243],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.99489033,0.00035936708,0.0043473267,0.00017738946,0.00011810024,0.00010750488],"domain_scores_gemma":[0.9854272,0.006669104,0.007588732,0.00007757633,0.00021742228,0.000019973624],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0025172057,0.00012560806,0.0019603653,0.000072400835,0.000031298216,0.000026587679,0.00013159966,0.000103056664,0.49167117],"category_scores_gemma":[0.03500411,0.000059082773,0.00056861463,0.00016671426,0.000011595864,0.00004533024,0.000064882865,0.000074729265,0.000021621017],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029919915,0.00000812178,3.821474e-8,0.28237584,0.000045338107,3.794935e-7,0.000006978603,6.555332e-7,0.0000062642075,0.00000953878,0.71745646,0.000060451937],"study_design_scores_gemma":[0.001092409,0.000056325276,0.0000029211308,0.97643816,0.00012793526,0.000005017773,0.00008519906,0.000046506186,0.000026384165,0.000032639287,0.021997787,0.000088728884],"about_ca_topic_score_codex":0.00018669463,"about_ca_topic_score_gemma":0.0017753905,"teacher_disagreement_score":0.6954587,"about_ca_system_score_codex":0.00009898559,"about_ca_system_score_gemma":0.00018552772,"threshold_uncertainty_score":0.97312444},"labels":[],"label_agreement":null},{"id":"W6958533205","doi":"10.6084/m9.figshare.27297222.v2","title":"Do Conspicuous Consumption Motives Explain Eco?Friendly Consumption Decisions? Evidence from Social Media Exposure Effects","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Conspicuous consumption; Consumption (sociology); Social media; Prosocial behavior; Green consumption; Context (archaeology); Quality (philosophy)","score_opus":0.08683353685784614,"score_gpt":0.29498070692879746,"score_spread":0.20814717007095132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958533205","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03076243,0.06815552,0.0000048133747,0.0004904163,0.004424562,0.0025806152,0.861939,0.0014364163,0.030206243],"genre_scores_gemma":[0.5014914,0.0019167871,0.0003412477,0.00030988263,0.009155337,0.0017143367,0.4213375,0.00018934242,0.06354416],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997572,0.00023400215,0.00047601585,0.00085135095,0.00047970435,0.00038693275],"domain_scores_gemma":[0.99691653,0.0022358776,0.00043030613,0.00018360517,0.0001306578,0.000103015715],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00018453025,0.00045885867,0.0005190591,0.00010080075,0.00024256246,0.00040619462,0.0005178728,0.0008296223,0.23397456],"category_scores_gemma":[0.0016545205,0.00022262317,0.00021882952,0.0003394291,0.000050823717,0.00012437826,0.00022370384,0.00049263367,0.02479314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011417643,0.00003533923,0.000060369952,0.00023632405,0.00007457774,0.00003659938,0.00023246843,3.465938e-7,0.00089280953,0.00031179696,0.9862062,0.011901797],"study_design_scores_gemma":[0.00027621852,0.00015019235,0.0036810965,0.027965996,0.00009090373,0.00001201953,0.00016237223,0.00004813759,0.00027452092,0.0010555518,0.9653255,0.0009575214],"about_ca_topic_score_codex":0.00010482875,"about_ca_topic_score_gemma":0.0015659325,"teacher_disagreement_score":0.47072896,"about_ca_system_score_codex":0.000105519895,"about_ca_system_score_gemma":0.000036452213,"threshold_uncertainty_score":0.97596616},"labels":[],"label_agreement":null},{"id":"W6959917424","doi":"10.13140/rg.2.2.24385.66408","title":"WITH DR WILLY KOTIUGA DIRECTOR POWER DIVISION SNC LAVALIN CANADA IN 2011 HE WAS OUR MENTOR , FRIEND , GUIDE , CLIENT , BOSS AND BROTHER .ORIGINALLY FROM UKRAINE/POLAND.","year":2011,"lang":"en","type":"dataset","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Boss; Brother; Power (physics); Division (mathematics)","score_opus":0.011096302743900307,"score_gpt":0.2199361702933709,"score_spread":0.2088398675494706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6959917424","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11606679,0.00067122234,0.0000028443835,0.0014559679,0.0012924011,0.00074459397,0.87711316,0.000040123214,0.002612881],"genre_scores_gemma":[0.06336436,0.00076986855,0.00022557839,0.0010874141,0.0007188646,0.00011743363,0.92300487,0.00001621391,0.010695399],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99699986,0.00014390872,0.0007535431,0.0008423322,0.00067967206,0.00058068766],"domain_scores_gemma":[0.9988163,0.00013569804,0.00038661415,0.00029918642,0.00017407571,0.00018813057],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00052269286,0.0005306848,0.00062572694,0.000060327864,0.00023281205,0.00017853272,0.00061993644,0.00034008987,0.002451337],"category_scores_gemma":[0.000031311178,0.00019638537,0.00006588956,0.00029735654,0.000055505338,0.000116622316,0.00020494121,0.0004114635,0.000055603618],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000504394,0.00011421469,0.002373368,0.000013303193,0.00007226679,0.000037533828,0.00004658788,0.0000010376539,0.00029766446,0.00015959307,0.9965608,0.00027317018],"study_design_scores_gemma":[0.00035604247,0.00030072077,0.005398101,0.00015272925,0.000028115044,0.0000063824136,0.00020167553,0.000011707952,0.000059689075,0.000043526623,0.9928618,0.00057948974],"about_ca_topic_score_codex":0.90887445,"about_ca_topic_score_gemma":0.96594983,"teacher_disagreement_score":0.057075385,"about_ca_system_score_codex":0.00021166986,"about_ca_system_score_gemma":0.00021004006,"threshold_uncertainty_score":0.99846053},"labels":[],"label_agreement":null},{"id":"W6973638579","doi":"10.58079/auk9","title":"Fertilisation biologique en hydroponie (bioponie) : étude en Thaïlande","year":2022,"lang":"fr","type":"article","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fertilisation; Pregnancy; Context (archaeology); Abortion","score_opus":0.028377617407248947,"score_gpt":0.23849936064233346,"score_spread":0.2101217432350845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6973638579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8569024,0.0018139345,0.00008978285,0.114461556,0.0029110494,0.001087267,0.0014114266,0.00026827274,0.02105429],"genre_scores_gemma":[0.92849565,0.00029108045,0.00017391499,0.0007654145,0.0010278599,0.000060574752,0.0011370115,0.0000140100765,0.06803446],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942252,0.0023059908,0.0007148691,0.00092600106,0.0007041818,0.0011237704],"domain_scores_gemma":[0.9979085,0.00073855417,0.0005367103,0.00029927256,0.00023313152,0.00028388793],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023701147,0.0005593314,0.000587284,0.00019008707,0.0022560104,0.00031247106,0.0014841737,0.0010505449,0.009525709],"category_scores_gemma":[0.00025892563,0.0003726152,0.0003706139,0.0024545398,0.000298456,0.000546205,0.0008275134,0.00208259,0.0002436596],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096655195,0.0018983504,0.011297995,0.000120784185,0.0010628649,0.00085495034,0.011507852,0.015032825,0.21587518,0.506756,0.15425265,0.08037397],"study_design_scores_gemma":[0.001691975,0.0013767618,0.07763962,0.00013394326,0.00018265955,0.0005527904,0.024442062,0.0069258073,0.0018265623,0.0023501222,0.88147384,0.001403848],"about_ca_topic_score_codex":0.0059937835,"about_ca_topic_score_gemma":0.001051443,"teacher_disagreement_score":0.7272212,"about_ca_system_score_codex":0.0023008084,"about_ca_system_score_gemma":0.000322411,"threshold_uncertainty_score":0.99987257},"labels":[],"label_agreement":null},{"id":"W6977700904","doi":"10.6084/m9.figshare.9175661.v1","title":"Present Scenario of Global Salt Affected Soils, its Management and Importance of Salinity Research","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salinity; Soil salinity; Agriculture; Land degradation; Dryland salinity; Agricultural productivity; Productivity; Hectare","score_opus":0.07572287136790208,"score_gpt":0.3158056169027496,"score_spread":0.24008274553484754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977700904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.958135,0.00059289683,2.4295684e-8,0.00014363209,0.000042788226,0.0005153842,0.030155858,0.000014221997,0.0104002],"genre_scores_gemma":[0.9947714,0.00001104082,0.000017410492,0.000012527434,0.000042380812,0.000024515974,0.004823224,6.3727265e-7,0.00029685235],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99898535,0.00006829729,0.00023592066,0.0001958462,0.00032917658,0.00018542905],"domain_scores_gemma":[0.9993391,0.00009155997,0.00012993153,0.00009504129,0.00031076977,0.000033592405],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026317703,0.000069215144,0.00014533663,0.000011830795,0.00006294622,0.000023006358,0.00022578682,0.0000692235,0.010093371],"category_scores_gemma":[0.0001004344,0.000030702147,0.000034849763,0.0005644013,0.00001287603,0.00005048041,0.0002178282,0.00009049382,0.00009595078],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026596853,0.0016228966,0.1769759,0.0066880886,0.0004421335,0.00004594643,0.0003466391,0.00014533431,0.08733429,0.10581286,0.59393615,0.02638378],"study_design_scores_gemma":[0.0005590007,0.00072233885,0.8836906,0.0023975174,0.000011061785,0.000008054423,0.00028881044,0.0022800216,0.006057394,0.0018469049,0.10176002,0.000378252],"about_ca_topic_score_codex":0.000058411326,"about_ca_topic_score_gemma":0.00018887766,"teacher_disagreement_score":0.7067147,"about_ca_system_score_codex":0.000030713276,"about_ca_system_score_gemma":0.000014218932,"threshold_uncertainty_score":0.9908115},"labels":[],"label_agreement":null},{"id":"W6980358146","doi":"","title":"Bullfrog Power Celebrates 10 Years of Advancing Green Energy in Canada","year":2015,"lang":"en","type":"other","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bullfrog; Power (physics); Renewable energy; Energy (signal processing); Work (physics)","score_opus":0.0076938038506464915,"score_gpt":0.19055570859166998,"score_spread":0.18286190474102348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6980358146","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009718764,0.0011538325,7.7954434e-7,0.00023867197,0.00037563313,0.00011239833,0.00019428115,0.000031095904,0.98817456],"genre_scores_gemma":[0.15595283,0.000060803366,0.000064140426,0.00019804852,0.00016257334,0.000007078804,0.0002071716,0.000011072009,0.8433363],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991003,0.000028634304,0.0002653758,0.00018618171,0.00021541762,0.00020404244],"domain_scores_gemma":[0.999612,0.00003857361,0.00017156376,0.00006956548,0.00006586397,0.00004243847],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001377421,0.00012179033,0.00025795645,0.00003553119,0.00001219529,0.000008761923,0.00023167313,0.00012526111,0.0095484005],"category_scores_gemma":[0.000014956557,0.0000517365,0.000026416705,0.00038586333,0.000017135559,0.000015334685,0.000051544124,0.00007221561,0.00001993487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028238255,0.000016966114,0.00019412066,0.000007793424,0.00001348689,0.000008106663,0.000007954001,0.0000040602304,0.0008386628,0.0030696052,0.9908689,0.0049675195],"study_design_scores_gemma":[0.000048914728,0.000033864442,0.00010985246,0.000053784584,0.0000017893555,9.768474e-7,0.00009410941,0.000045397923,0.00005250409,0.00016122317,0.99925166,0.0001459156],"about_ca_topic_score_codex":0.9889115,"about_ca_topic_score_gemma":0.9982897,"teacher_disagreement_score":0.14623407,"about_ca_system_score_codex":0.00014249155,"about_ca_system_score_gemma":0.00025446858,"threshold_uncertainty_score":0.991357},"labels":[],"label_agreement":null},{"id":"W6981065549","doi":"","title":"DEVELOPING HIERARCHICALLY STRUCTURED SUPER-REPELLENT COATINGS FOR THE REDUCED ADHESION OF BIOLOGICAL CONTAMINATES","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère de la Défense Nationale; McMaster University","keywords":"Wetting; Biofouling; Adhesion; Monolayer; Nanoparticle; Contact angle; Contamination","score_opus":0.03701372316594627,"score_gpt":0.2414444052877698,"score_spread":0.20443068212182353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6981065549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97895336,0.00022743718,0.00014273549,0.0009502134,0.0013154546,0.0014529717,0.0002494582,0.0001279581,0.016580408],"genre_scores_gemma":[0.76768154,0.0002782994,0.00055451295,0.00007023259,0.00023694779,0.00001488732,0.0018075082,0.000009096591,0.22934698],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99856603,0.00009494765,0.0003941648,0.00042014814,0.00022765396,0.00029706836],"domain_scores_gemma":[0.9984807,0.0006803582,0.00036865726,0.00009825356,0.00033168268,0.00004037159],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000270959,0.00025597718,0.000370094,0.000047265312,0.00046013485,0.0000556146,0.0006508427,0.00038169726,0.0029850896],"category_scores_gemma":[0.0000917093,0.00010482646,0.0002130383,0.0007181255,0.000077609315,0.000050091487,0.00010383775,0.00024653485,0.000009901031],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005690643,0.000056453468,0.00043574447,0.00022374284,0.00019425567,0.000010907334,0.0010674528,0.00001696457,0.27867442,0.052027036,0.0008098809,0.66591406],"study_design_scores_gemma":[0.001461361,0.001396045,0.027904822,0.001160862,0.0003001927,0.000008329559,0.048149798,0.0012187008,0.048579615,0.0059999237,0.86221063,0.0016097125],"about_ca_topic_score_codex":0.00026565173,"about_ca_topic_score_gemma":0.0022313271,"teacher_disagreement_score":0.8614008,"about_ca_system_score_codex":0.00009195565,"about_ca_system_score_gemma":0.00006290484,"threshold_uncertainty_score":0.9979263},"labels":[],"label_agreement":null},{"id":"W6981931049","doi":"","title":"Frente fria vinda do sul vai chegar à região no domingo","year":2008,"lang":"pt","type":"article","venue":"Biblioteca Digital da Memória Científica do INPE (National Institute for Space Research)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Subject (documents); Quarter (Canadian coin)","score_opus":0.12941386118302398,"score_gpt":0.34635160069233145,"score_spread":0.21693773950930748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6981931049","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4156436,0.0057025286,0.0013842725,0.040797286,0.0131924115,0.009997672,0.0282828,0.0007099456,0.48428947],"genre_scores_gemma":[0.9596078,0.0012301623,0.00026959323,0.0001325383,0.0031346409,0.00024220555,0.0020913382,0.00003880532,0.03325296],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99008024,0.0002375372,0.0014333692,0.0018439251,0.004397601,0.0020073534],"domain_scores_gemma":[0.99117446,0.001053793,0.0006356716,0.00061964255,0.0059101954,0.0006062221],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003841036,0.0007980362,0.0008350044,0.0029618368,0.0037683377,0.0035715268,0.0023272182,0.0008636791,0.0010204439],"category_scores_gemma":[0.0044243843,0.0004944516,0.00069456507,0.01612637,0.0016765997,0.0028198261,0.0010394878,0.0013061459,0.002119832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051555666,0.0012968084,0.00032931077,0.00015669144,0.00027245644,0.00006541715,0.00039306984,0.00033322748,0.007844425,0.4411762,0.54593503,0.0016817603],"study_design_scores_gemma":[0.0012576806,0.000855129,0.00080916996,0.0004138638,0.000021818885,0.00012528217,0.00063110125,0.0035496221,0.00058914925,0.0051050303,0.985662,0.0009801823],"about_ca_topic_score_codex":0.00026822597,"about_ca_topic_score_gemma":0.00021034923,"teacher_disagreement_score":0.54396415,"about_ca_system_score_codex":0.0008729966,"about_ca_system_score_gemma":0.0010055269,"threshold_uncertainty_score":0.9998928},"labels":[],"label_agreement":null},{"id":"W6986802605","doi":"","title":"Réévaluation des besoins en azote, phosphore et potassium des cultures de brocoli, de chou et de chou-fleur en sols minéraux au Québec","year":2010,"lang":"fr","type":"other","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Potassium; Phosphorus; Nutrient; Sewage sludge","score_opus":0.019680408957612642,"score_gpt":0.30184674437176967,"score_spread":0.28216633541415703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6986802605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66972554,0.0019445764,0.0015723166,0.00737353,0.00088862213,0.0016071018,0.00022342555,0.00024780107,0.31641707],"genre_scores_gemma":[0.58967763,0.0011077384,0.012103438,0.0022220484,0.0022891243,0.0003276086,0.0002769552,0.00006541529,0.39193007],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9952865,0.0011106794,0.00086569256,0.00086998247,0.00050550763,0.0013616036],"domain_scores_gemma":[0.9976939,0.0006905208,0.00054307544,0.00030347632,0.00041509102,0.00035395494],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003443444,0.0007959502,0.0006947916,0.000111810994,0.0011864455,0.0006464402,0.0009624294,0.0018185524,0.008780989],"category_scores_gemma":[0.00071488664,0.00040341046,0.00039121558,0.0007218938,0.00061805604,0.00027536027,0.00024839304,0.001273677,0.00028782152],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011794431,0.001915675,0.10416243,0.0007644145,0.0007416689,0.00023310991,0.042672604,0.00081265613,0.24175823,0.3949482,0.06761391,0.14425914],"study_design_scores_gemma":[0.00071086275,0.0005345489,0.12797661,0.00083048496,0.00024205953,0.0013873109,0.0047095492,0.0031564815,0.006557481,0.012899024,0.8392956,0.0016999448],"about_ca_topic_score_codex":0.37811252,"about_ca_topic_score_gemma":0.83205837,"teacher_disagreement_score":0.7716817,"about_ca_system_score_codex":0.0021758631,"about_ca_system_score_gemma":0.0021939522,"threshold_uncertainty_score":0.99984175},"labels":[],"label_agreement":null},{"id":"W6993625805","doi":"","title":"Born sustainable","year":2010,"lang":"en","type":"dissertation","venue":"Duo Research Archive (University of Oslo)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Plan (archaeology); Market research; Marketing plan; Market analysis; Business plan; Focus (optics); Politics","score_opus":0.02539541369278186,"score_gpt":0.270052581589302,"score_spread":0.24465716789652014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6993625805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8393846,0.00012208252,0.000017464812,0.00049864,0.00020404307,0.000549775,0.00022412426,0.00003543437,0.15896381],"genre_scores_gemma":[0.88918203,0.00020767219,0.0004348915,0.00000881117,0.00017468336,0.0000026365644,0.0035150116,0.0000036552476,0.106470585],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978918,0.00022655416,0.00016966475,0.00040344548,0.00072269375,0.0005858824],"domain_scores_gemma":[0.9981428,0.0003636272,0.00018056521,0.00016837302,0.0010240414,0.00012059749],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012647588,0.00015241935,0.0002842209,0.00019504612,0.0010942097,0.00006323359,0.0009726402,0.00030768206,0.0014239826],"category_scores_gemma":[0.00015829531,0.00008814175,0.00016179083,0.000902734,0.00024205698,0.00012938424,0.0002125883,0.0012180312,0.00014133166],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048822415,0.0004956262,0.0005657561,0.0006088338,0.0001832356,0.0002560546,0.005272184,0.0000031817071,0.5670665,0.32904533,0.047084894,0.04893019],"study_design_scores_gemma":[0.0003127526,0.0005668512,0.030649941,0.00017386225,0.00002445512,0.0000036934211,0.058598798,0.00039862897,0.0008681538,0.044076607,0.86384857,0.00047769464],"about_ca_topic_score_codex":0.0077399127,"about_ca_topic_score_gemma":0.028517436,"teacher_disagreement_score":0.81676364,"about_ca_system_score_codex":0.000062629144,"about_ca_system_score_gemma":0.00016864491,"threshold_uncertainty_score":0.99948883},"labels":[],"label_agreement":null},{"id":"W6995507493","doi":"","title":"OREC and Bullfrog Power(R) Partner to Grow Community Renewable Energy in Ottawa","year":2013,"lang":"en","type":"other","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bullfrog; Renewable energy; Renewable resource; Ectotherm","score_opus":0.017802983542267486,"score_gpt":0.22623335927982716,"score_spread":0.20843037573755968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6995507493","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007498818,0.0002966754,0.000013285492,0.000761094,0.00022517622,0.00023883914,0.000039521095,0.00009322446,0.99083334],"genre_scores_gemma":[0.13738266,0.00007843455,0.00018356237,0.0008067525,0.00015193276,0.000059230773,0.00011423268,0.000011688427,0.86121154],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988634,0.00015712272,0.00028638067,0.00025406887,0.00014951116,0.00028952025],"domain_scores_gemma":[0.99952215,0.00008660231,0.000110358524,0.0001529481,0.00004228949,0.000085634136],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036460286,0.00021630393,0.00030534083,0.00006691105,0.00013607668,0.0001097739,0.00034715765,0.0003112396,0.006923677],"category_scores_gemma":[0.00002368359,0.00008163997,0.00003702786,0.00044371554,0.000045629145,0.00003336637,0.00017642429,0.00021123386,0.00013833735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001962219,0.00007265093,0.00041170488,0.000008824491,0.000013262673,0.0000014840829,0.000035255638,0.0000026166279,0.0014279207,0.028616384,0.9669158,0.0024921584],"study_design_scores_gemma":[0.00006426963,0.00011346071,0.00046220806,0.00007892485,0.0000022805439,0.0000031243815,0.00014540224,0.00004256677,0.000059062793,0.0008609953,0.997911,0.00025674063],"about_ca_topic_score_codex":0.21366325,"about_ca_topic_score_gemma":0.27689672,"teacher_disagreement_score":0.12988383,"about_ca_system_score_codex":0.00003193766,"about_ca_system_score_gemma":0.000009080529,"threshold_uncertainty_score":0.9939841},"labels":[],"label_agreement":null},{"id":"W6998967045","doi":"","title":"CARAS and Bullfrog Power celebrate 10 years of sustainability with a Canadian first","year":2017,"lang":"en","type":"other","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bullfrog; Sustainability; Power (physics); Government (linguistics)","score_opus":0.006428921153067995,"score_gpt":0.2008329934494726,"score_spread":0.1944040722964046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6998967045","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056755543,0.00040449854,4.6966318e-7,0.00093041634,0.00010094612,0.0005457125,0.00024297248,0.00003810604,0.9409813],"genre_scores_gemma":[0.51031154,0.00003957286,0.000031944488,0.000031228257,0.00006098258,0.000010475328,0.000039543713,0.0000061086935,0.4894686],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927145,0.000017181274,0.00012166638,0.0002458868,0.00012534962,0.0002184758],"domain_scores_gemma":[0.99942434,0.000026252374,0.00017508774,0.00015070326,0.00013603583,0.00008758888],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016728576,0.00013314912,0.0002365481,0.000037770707,0.00013134097,0.000064312524,0.00023055641,0.00020369672,0.0033139284],"category_scores_gemma":[0.000035027595,0.00004994102,0.000030482408,0.00010944332,0.00014998208,0.000021007127,0.000036808953,0.00008666923,0.0000146599805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033531494,0.00011754594,0.014212279,0.00026732628,0.00023175003,0.000063405736,0.00018605335,0.0000015203257,0.00021328634,0.029699426,0.9414902,0.013483706],"study_design_scores_gemma":[0.00005735685,0.00012436075,0.0034867518,0.00006987467,0.0000083634895,0.0000029891414,0.00008752747,0.000005837262,0.000007267242,0.00012892489,0.9958607,0.00016002488],"about_ca_topic_score_codex":0.48250085,"about_ca_topic_score_gemma":0.9000416,"teacher_disagreement_score":0.453556,"about_ca_system_score_codex":0.000059061105,"about_ca_system_score_gemma":0.00011111848,"threshold_uncertainty_score":0.99759716},"labels":[],"label_agreement":null},{"id":"W6999079454","doi":"","title":"Bullfrog Power and Payworks Launch Environmental Partnership in Winnipeg - Energy (ENERGY01) News","year":2014,"lang":"en","type":"other","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bullfrog; General partnership; Power (physics); Energy (signal processing); Renewable energy; Energy policy","score_opus":0.008214462579500374,"score_gpt":0.19210836147782484,"score_spread":0.18389389889832447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6999079454","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0065683564,0.0020901752,0.000020802358,0.00071966666,0.0003315066,0.00018096679,0.00004726664,0.00011024759,0.989931],"genre_scores_gemma":[0.38765416,0.00041163387,0.000047141293,0.00068017736,0.0004173594,0.000025041192,0.00023471996,0.000015959704,0.6105138],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985272,0.00009745863,0.00032647792,0.0004853246,0.00021908585,0.00034440393],"domain_scores_gemma":[0.9995537,0.00006762014,0.00016897135,0.00012481184,0.0000059038443,0.00007903851],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002143563,0.00029508126,0.00034495475,0.00005567123,0.00006997335,0.000083518826,0.00024383959,0.0004991366,0.009003989],"category_scores_gemma":[0.000007863473,0.00011645742,0.00006830049,0.00020431398,0.0000895473,0.000028035092,0.00010869893,0.00018264464,0.00009436459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019187572,0.00024216369,0.006276351,0.000021526954,0.00007036599,0.00001946595,0.000056299137,0.0000057595603,0.00327733,0.12695588,0.8209575,0.04209818],"study_design_scores_gemma":[0.00012311037,0.000082007835,0.00063470553,0.00005674659,0.0000044669864,0.000005940645,0.00008709565,0.00009740027,0.000020903046,0.00047286335,0.9980774,0.0003373815],"about_ca_topic_score_codex":0.0030195178,"about_ca_topic_score_gemma":0.015830955,"teacher_disagreement_score":0.3810858,"about_ca_system_score_codex":0.000039435992,"about_ca_system_score_gemma":0.0000065795457,"threshold_uncertainty_score":0.99190193},"labels":[],"label_agreement":null},{"id":"W7002003358","doi":"","title":"Media Nation - Jan 5, 2021 - Impact of COVID19 on Retail Sector, Cyber Bullying & Staying Fit during COIVD19","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"SAFER; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","score_opus":0.02277474784328379,"score_gpt":0.21554850177798163,"score_spread":0.19277375393469784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7002003358","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045618936,0.00034285485,9.875695e-8,0.00009166883,0.00038009413,0.00036145916,0.00043965637,0.000052377738,0.95271283],"genre_scores_gemma":[0.07925398,0.0003075129,0.0001593235,0.000045693894,0.0003821534,0.000013360731,0.0012861982,0.000019113539,0.91853267],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99772406,0.00012125628,0.0008954247,0.00028617377,0.00064507255,0.00032798963],"domain_scores_gemma":[0.9979888,0.000281745,0.0010562178,0.00021978834,0.00036651207,0.00008690122],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00042084852,0.00035406777,0.00056153716,0.00007294906,0.0001526373,0.000087799446,0.0003329361,0.00047039744,0.42929393],"category_scores_gemma":[0.00026426956,0.00019517886,0.0003127336,0.0000589298,0.00008246218,5.933237e-7,0.00009685583,0.0003312595,0.0010819852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005834874,0.0000694816,0.000036030015,0.00026055283,0.000117922755,0.000007472878,0.00014809881,0.00037671017,0.00032726376,0.000093893956,0.9971331,0.0013711653],"study_design_scores_gemma":[0.00027535637,0.0001247587,0.00024660333,0.00065312843,0.000025759284,0.000027131424,0.0001438391,0.00003254416,0.00006320911,0.000006830224,0.9980666,0.0003342119],"about_ca_topic_score_codex":0.011203204,"about_ca_topic_score_gemma":0.0065797386,"teacher_disagreement_score":0.42821196,"about_ca_system_score_codex":0.00015536541,"about_ca_system_score_gemma":0.00004178006,"threshold_uncertainty_score":0.9996958},"labels":[],"label_agreement":null},{"id":"W7017655128","doi":"","title":"Bullfrog Power and Payworks Launch Environmental Partnership in Winnipeg - Commodities (COMMODIT) News","year":2014,"lang":"en","type":"other","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General partnership; Bullfrog; Power (physics); Government (linguistics)","score_opus":0.013528450087826908,"score_gpt":0.20735801304538196,"score_spread":0.19382956295755505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7017655128","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026316375,0.0015413836,0.0000075556363,0.0011168311,0.00035491044,0.0004608595,0.000143542,0.00013435763,0.9699242],"genre_scores_gemma":[0.5649986,0.00021305602,0.000050014973,0.00058736553,0.00040979954,0.000030495015,0.0003196651,0.000016499382,0.43337446],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985983,0.00011876353,0.00033485267,0.00039726234,0.00021943316,0.00033141734],"domain_scores_gemma":[0.9994973,0.00011861846,0.0001726814,0.00013776576,0.000005988657,0.00006764421],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029320116,0.00029657807,0.00038705097,0.000051533574,0.000096964744,0.00011316707,0.00028025964,0.0004456622,0.009105577],"category_scores_gemma":[0.000009589553,0.00011944139,0.00006693743,0.00014616063,0.00014904112,0.00003615476,0.00012818791,0.00030567392,0.00021065849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012738623,0.00016702378,0.012902,0.00003190493,0.000043115113,0.000008968262,0.00011172402,0.0000020571274,0.0004968341,0.029707782,0.9477045,0.008811336],"study_design_scores_gemma":[0.00014408442,0.00009026039,0.0022333355,0.00008508588,0.0000051058782,0.000005860054,0.00031066354,0.000083200044,0.000006975929,0.00064150005,0.9960449,0.00034905772],"about_ca_topic_score_codex":0.0014903868,"about_ca_topic_score_gemma":0.010809351,"teacher_disagreement_score":0.5386823,"about_ca_system_score_codex":0.000043702144,"about_ca_system_score_gemma":0.0000059422964,"threshold_uncertainty_score":0.99180025},"labels":[],"label_agreement":null},{"id":"W7017809760","doi":"","title":"Bullfrog Power and Payworks launch environmental partnership in Winnipeg","year":2014,"lang":"en","type":"other","venue":"Smart Grid","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bullfrog; General partnership; Power (physics); Work (physics)","score_opus":0.008689818311658331,"score_gpt":0.19843742620011456,"score_spread":0.18974760788845624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7017809760","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07757614,0.00316208,0.0000029029147,0.0011313308,0.0016764874,0.0006428003,0.00022287914,0.00014228949,0.91544306],"genre_scores_gemma":[0.6316608,0.00023077703,0.000033169286,0.00042095841,0.0013370963,0.000035635334,0.00040596336,0.000020658035,0.36585492],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988588,0.00007473792,0.00023724661,0.00036424596,0.00018185537,0.00028308024],"domain_scores_gemma":[0.99965024,0.00005525708,0.0001319937,0.00010128301,0.000004872447,0.00005635783],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00032279856,0.00021548642,0.000266872,0.00003836005,0.00006836531,0.000056063614,0.00018425996,0.00033876044,0.0037956317],"category_scores_gemma":[0.000009909777,0.00009099124,0.000053012736,0.0001471269,0.00008681367,0.000020539881,0.00008230453,0.000246444,0.00029988892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015212497,0.00015270065,0.039486688,0.000037390633,0.00004567949,0.000018822724,0.00009798864,0.0000011714241,0.0017521165,0.0056514814,0.94485104,0.0078897355],"study_design_scores_gemma":[0.00010203068,0.00006555073,0.0092171235,0.00008197043,0.0000043494865,0.0000059087724,0.000048051537,0.000023224487,0.000009260798,0.00013835599,0.9900595,0.0002446713],"about_ca_topic_score_codex":0.00024056672,"about_ca_topic_score_gemma":0.0016509304,"teacher_disagreement_score":0.55408466,"about_ca_system_score_codex":0.000032200143,"about_ca_system_score_gemma":0.000005211418,"threshold_uncertainty_score":0.997115},"labels":[],"label_agreement":null},{"id":"W7019850860","doi":"","title":"Impacts of COVID-19 on U.S. aquaculture, aquaponics, and allied businesses: Quarter 1 Results","year":2020,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Marine Fisheries Service; National Oceanic and Atmospheric Administration","keywords":"Cash; Quarter (Canadian coin); Production (economics); Service (business); Distancing; Food security","score_opus":0.02769280689586689,"score_gpt":0.2538166100999214,"score_spread":0.2261238032040545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7019850860","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9276316,0.00079535437,0.00027108018,0.06260169,0.00031828257,0.0009496176,0.00060684804,0.00046136652,0.0063641444],"genre_scores_gemma":[0.9962952,0.00024625123,0.0002977785,0.002639054,0.00022914959,0.000016944516,0.00018890976,0.000004806683,0.00008192104],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978646,0.000084051586,0.00069490785,0.00058722077,0.00038583155,0.000383371],"domain_scores_gemma":[0.9986539,0.00031085528,0.0003941735,0.00019205987,0.00015175954,0.00029728538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005658929,0.0002998591,0.00042464022,0.00004930993,0.00026518587,0.000120280645,0.0004598457,0.00033673967,0.00013696897],"category_scores_gemma":[0.00066574133,0.00013230105,0.00010402039,0.0013037976,0.00014665393,0.00012792925,0.00012251869,0.0003750041,0.00006141821],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029666196,0.0010884941,0.0028304593,0.0005877637,0.00034325768,0.00011850475,0.0049207676,0.0005538706,0.55818427,0.19906098,0.19238634,0.036958665],"study_design_scores_gemma":[0.002410238,0.0023391773,0.0054456177,0.00027633976,0.00006426964,0.0000427096,0.0019973896,0.0029926745,0.008073918,0.0050944667,0.97002184,0.0012413836],"about_ca_topic_score_codex":0.00034123563,"about_ca_topic_score_gemma":0.00027455125,"teacher_disagreement_score":0.77763546,"about_ca_system_score_codex":0.000055387667,"about_ca_system_score_gemma":0.000052276388,"threshold_uncertainty_score":0.539508},"labels":[],"label_agreement":null},{"id":"W7030481534","doi":"","title":"Nutrient Manipulation and Media Selection in Decoupled Aquaponics for Growing Cannabis sativa","year":2022,"lang":"en","type":"other","venue":"UA Campus Repository (The University of Arizona)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquaponics; Clarifier; Hydroponics; Nutrient; Sump (aquarium); Aquaculture; Effluent; Biostimulation; Nutrient cycle","score_opus":0.00845949749484378,"score_gpt":0.18368415515263445,"score_spread":0.17522465765779066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7030481534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8674798,0.0021960533,0.00046051666,0.0028901559,0.0025505924,0.0038474244,0.0002765624,0.0002882225,0.120010644],"genre_scores_gemma":[0.8544761,0.00019097551,0.0005779072,0.000055329027,0.0006103604,0.000013289052,0.0004320952,0.000027495782,0.14361647],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990844,0.00009137639,0.00018022451,0.00028119798,0.00020583878,0.00015692167],"domain_scores_gemma":[0.99938786,0.00012429943,0.00033311473,0.00006675632,0.00005912076,0.000028831415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025402446,0.00013651598,0.00022106514,0.000081543156,0.000452904,0.00002043307,0.0002216921,0.00017722552,0.00026767043],"category_scores_gemma":[0.00002331656,0.00007737978,0.00008045496,0.00033930838,0.00008366603,0.00005469447,0.000089549634,0.00018090979,0.0000012509161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001235597,0.0010826747,0.056532446,0.0011881277,0.0012269212,0.00013615958,0.01172155,0.0023475578,0.17052731,0.2180999,0.48273197,0.05316978],"study_design_scores_gemma":[0.00043543457,0.00017718997,0.005845934,0.00009123223,0.00005983542,0.000019793068,0.0021905736,0.00463811,0.000112685404,0.0005922565,0.9855488,0.00028817405],"about_ca_topic_score_codex":0.0034609418,"about_ca_topic_score_gemma":0.0068353545,"teacher_disagreement_score":0.5028168,"about_ca_system_score_codex":0.00020420823,"about_ca_system_score_gemma":0.00003982475,"threshold_uncertainty_score":0.5231932},"labels":[],"label_agreement":null},{"id":"W7033438321","doi":"","title":"The Question of Fasting","year":2023,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sermon; Neighbourhood (mathematics); Rest (music); Welfare","score_opus":0.008706660198167323,"score_gpt":0.19800849741086463,"score_spread":0.1893018372126973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7033438321","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019375926,0.00019695086,6.973699e-8,0.00026947784,0.00039220767,0.00023253514,0.00010560612,0.00015030353,0.9984591],"genre_scores_gemma":[0.005890414,0.00029959975,0.00006156488,0.000025876967,0.00018602717,0.000010399616,0.000072032766,0.000013303638,0.9934408],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99880195,0.00005823134,0.0005604296,0.00010411375,0.0003001829,0.00017508006],"domain_scores_gemma":[0.9987058,0.0002892547,0.00070403307,0.00010215833,0.00017173134,0.000027029122],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005130783,0.00014597733,0.00021110641,0.000015162275,0.00013265072,0.00004017765,0.0002890337,0.00021554083,0.03128173],"category_scores_gemma":[0.00018368277,0.00005933109,0.00009863127,0.000021171647,0.00009344457,1.00813175e-7,0.000062303094,0.00013871363,0.0019542526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008751278,0.000009377082,0.0000032686376,0.000057205085,0.000020854759,7.479606e-7,0.000016125241,0.000032931865,0.000006525227,0.0009810264,0.9871888,0.011674397],"study_design_scores_gemma":[0.000055716522,0.00007594525,0.00002880081,0.00021827735,0.000010922977,0.000006167187,0.00009179274,0.000045886263,0.000010224472,0.00003757185,0.99930274,0.000115954106],"about_ca_topic_score_codex":0.008165468,"about_ca_topic_score_gemma":0.012433289,"teacher_disagreement_score":0.029327475,"about_ca_system_score_codex":0.000021106564,"about_ca_system_score_gemma":0.000007847176,"threshold_uncertainty_score":0.99882287},"labels":[],"label_agreement":null},{"id":"W7043522710","doi":"","title":"Staples Canada Partners With Bullfrog Power(R) for Coast-To-Coast Renewable Electricity","year":2013,"lang":"en","type":"other","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Bullfrog; Electricity; Renewable resource; Production (economics)","score_opus":0.013141662452627701,"score_gpt":0.22011733718265014,"score_spread":0.20697567473002243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7043522710","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01199319,0.00037609815,0.00064278784,0.002868412,0.0008287228,0.003288441,0.0013878379,0.0003343283,0.9782802],"genre_scores_gemma":[0.06801639,0.000026100768,0.00084720785,0.0009251777,0.00038574365,0.00024376986,0.00042776615,0.00002723387,0.92910063],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998351,0.000026789901,0.00028471404,0.00046439358,0.0003407247,0.0005323876],"domain_scores_gemma":[0.99923223,0.00009562767,0.00022035542,0.00013472975,0.00017760876,0.00013943888],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015983707,0.00031164172,0.00038302632,0.00004046913,0.00019626849,0.000120484365,0.0003894605,0.00020316208,0.0027110362],"category_scores_gemma":[0.000025495048,0.00010759919,0.000059057937,0.0005408013,0.000026862099,0.000026244212,0.00005163526,0.000114203256,0.000035943816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012585276,0.000025207792,0.00008624168,0.000014259939,0.000048397273,0.0000012754431,0.000007070568,0.000015698623,0.0008778169,0.004816602,0.9933983,0.000696531],"study_design_scores_gemma":[0.00011601682,0.00032791262,0.000044449247,0.00005929512,0.000011719914,0.0000031908605,0.00017870739,0.00010235798,0.00026898278,0.000056222187,0.9984393,0.00039184905],"about_ca_topic_score_codex":0.9074102,"about_ca_topic_score_gemma":0.99236864,"teacher_disagreement_score":0.084958486,"about_ca_system_score_codex":0.00012496865,"about_ca_system_score_gemma":0.00021442068,"threshold_uncertainty_score":0.9982006},"labels":[],"label_agreement":null},{"id":"W7045421870","doi":"","title":"Asthma and Epinephrine Administration Prior to Emergency Department Presentation for Suspected Anaphylaxis in Pediatric Patients","year":2022,"lang":"en","type":"other","venue":"Mspace (University of Manitoba)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Anaphylaxis; Epinephrine; Asthma; Emergency department; Allergy; Logistic regression","score_opus":0.012025981031862747,"score_gpt":0.2128153571880385,"score_spread":0.20078937615617576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7045421870","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99014527,0.000105533094,0.000023653398,0.00064802234,0.00022326199,0.0011888964,0.0004178996,0.00003132806,0.0072161127],"genre_scores_gemma":[0.98237014,0.00034912158,0.00058653095,0.000013365843,0.00019995814,0.000012715727,0.0016132445,0.0000111836935,0.014843738],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99928623,0.000040865732,0.00011720209,0.0002495529,0.00017575402,0.00013036393],"domain_scores_gemma":[0.9996036,0.00002873898,0.00020818468,0.000055978093,0.000066643246,0.000036837268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000098002674,0.00010703518,0.00015711048,0.000121924415,0.00012868388,0.000009356957,0.0001482826,0.00007998829,0.00030707146],"category_scores_gemma":[0.000021615073,0.000076441975,0.000042624575,0.00050906464,0.000011231686,0.000039348575,0.00009123446,0.000059128477,0.000004324481],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024857145,0.0005905035,0.7310198,0.00026717244,0.000057770354,0.0000073119672,0.00013711362,0.000014192649,0.00037303826,0.0021224634,0.25682268,0.008339401],"study_design_scores_gemma":[0.00029271716,0.0005700502,0.721892,0.000009482561,0.000009476162,2.1542556e-7,0.00064617954,0.00006584014,0.00000331742,0.00003311699,0.27633256,0.00014504636],"about_ca_topic_score_codex":0.0012648322,"about_ca_topic_score_gemma":0.5791354,"teacher_disagreement_score":0.5778706,"about_ca_system_score_codex":0.00007300638,"about_ca_system_score_gemma":0.000011145206,"threshold_uncertainty_score":0.42854425},"labels":[],"label_agreement":null},{"id":"W7066122921","doi":"","title":"Growing Sustainability: Hydroponic Cultivation of Food Sovereignty in Canada","year":2024,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Food sovereignty; Sustainability; Food systems; Agriculture; General partnership; Sustainable agriculture; Indigenous; Food processing; Aquaponics; Agency (philosophy)","score_opus":0.007759795400997532,"score_gpt":0.1825006061478916,"score_spread":0.17474081074689407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7066122921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9977847,0.00018183816,1.8647988e-7,0.00053012936,0.00030668336,0.00028432749,0.000100680256,0.0000144601345,0.0007970228],"genre_scores_gemma":[0.97639066,0.00003744042,0.000018779981,0.000006490291,0.000028143557,7.326318e-7,0.0006460862,0.0000023968132,0.022869252],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99878377,0.000059240396,0.00027112025,0.0003203411,0.00032920722,0.00023631913],"domain_scores_gemma":[0.99921995,0.00006384732,0.00027657763,0.00009832293,0.00030675082,0.000034523237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022910647,0.00017364506,0.00037250188,0.00009060017,0.00010317759,0.000014350126,0.00032026085,0.00019470668,0.0001705105],"category_scores_gemma":[0.000025147145,0.00010493407,0.00011933606,0.0006930375,0.0000349668,0.00015424531,0.000056952675,0.0002512491,0.0000030800445],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00134357,0.001063208,0.025316466,0.013236252,0.0014749626,0.0003614833,0.18998888,0.0028537316,0.31047896,0.353048,0.005696812,0.09513768],"study_design_scores_gemma":[0.0005422628,0.0005244342,0.024172805,0.0012030936,0.00014327661,0.0000033058784,0.9375733,0.0030363812,0.008732864,0.020599144,0.0025842895,0.0008848474],"about_ca_topic_score_codex":0.97634405,"about_ca_topic_score_gemma":0.9971907,"teacher_disagreement_score":0.7475844,"about_ca_system_score_codex":0.00080148864,"about_ca_system_score_gemma":0.0005435141,"threshold_uncertainty_score":0.42790872},"labels":[],"label_agreement":null},{"id":"W7106754112","doi":"10.20535/ehs2710-3315.2025.331067","title":"THE ESTABLISHMENT AND DEVELOPMENT OF HALOPHYTES AS NATURE-BASED SOLUTIONS IN WASTEWATER TREATMENT FOR THE MALAYSIAN AQUACULTURE INDUSTRY","year":2025,"lang":"uk","type":"article","venue":"Матеріали міжнародної науково-практиченої конференції Екологія Людина Суспільство","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Akademi Sains Malaysia; International Development Research Centre; Government of Canada; Badan Riset dan Inovasi Nasional","keywords":"Sustainability; Aquaculture; Sustainable development; Climate change; Work (physics); Halophyte; Psychological resilience; Resilience (materials science)","score_opus":0.02582180184113265,"score_gpt":0.27682014259605037,"score_spread":0.2509983407549177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7106754112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90469915,0.027561866,0.00016522617,0.048324283,0.004496257,0.0072587966,0.00066323916,0.00014921969,0.0066819806],"genre_scores_gemma":[0.9884629,0.0007143473,0.00068506907,0.0006605921,0.00041245896,0.0010811029,0.00025813218,0.000024052428,0.007701339],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99337906,0.00039926777,0.0022727512,0.0013512461,0.0008260103,0.0017716503],"domain_scores_gemma":[0.9954522,0.0019518514,0.00088216027,0.0008525551,0.0006306636,0.00023052937],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0024466706,0.0010775672,0.0010993737,0.000273655,0.0038930073,0.00080592727,0.0015498156,0.0014914019,0.00014628725],"category_scores_gemma":[0.0003810586,0.0004447469,0.00043362658,0.0022144222,0.00096784526,0.00026112175,0.00050458754,0.0017029273,0.000038074242],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032646006,0.0077512884,0.036390334,0.0018401917,0.0046932693,0.0000746251,0.0103880195,0.0032851319,0.0503597,0.527682,0.0355901,0.31868073],"study_design_scores_gemma":[0.005819476,0.0016276531,0.02798895,0.0019700187,0.0005648961,0.000029860576,0.021017572,0.01375643,0.034104217,0.0115265045,0.87946844,0.0021259615],"about_ca_topic_score_codex":0.0010451314,"about_ca_topic_score_gemma":0.009937509,"teacher_disagreement_score":0.8438784,"about_ca_system_score_codex":0.00080114196,"about_ca_system_score_gemma":0.0013838512,"threshold_uncertainty_score":0.99980485},"labels":[],"label_agreement":null},{"id":"W7116962920","doi":"10.2139/ssrn.5955631","title":"Finding synergies in water, energy and food technologies in Northern Canada","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Context (archaeology); Resource (disambiguation); Flexibility (engineering); Technological change; Process (computing); Resource efficiency; Emerging technologies; Analytic hierarchy process; Consumption (sociology); Production (economics)","score_opus":0.008827069185800906,"score_gpt":0.20493333087642268,"score_spread":0.19610626169062179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116962920","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9730774,0.018406373,0.000046831512,0.0064867763,0.00097567006,0.00026010876,0.000033581255,0.000027541362,0.00068572833],"genre_scores_gemma":[0.9597992,0.03851887,0.000009591992,0.000044407272,0.00014423512,0.000042065054,0.00004070805,0.0000046191403,0.0013963532],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99351484,0.00024378228,0.0013287831,0.00076428894,0.00044861645,0.0036996955],"domain_scores_gemma":[0.99897987,0.00016961402,0.00042774624,0.00018892386,0.00018394848,0.00004992955],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0025781228,0.00055558543,0.00078642304,0.00038173544,0.00056409364,0.00029216113,0.0011369715,0.00067755196,0.000011349592],"category_scores_gemma":[0.000114109025,0.00026580875,0.00012647254,0.0009831891,0.00014208545,0.00014082558,0.0008673912,0.004382593,7.90288e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098886034,0.00029041307,0.09441565,0.0001653581,0.0005216838,0.00006259179,0.0004997523,0.0039191744,0.00222573,0.7061929,0.00006479278,0.19154307],"study_design_scores_gemma":[0.001088132,0.0009376153,0.0020314122,0.0015055031,0.00005061941,0.00041002163,0.048751537,0.002209441,0.0009899787,0.9234973,0.016942821,0.0015855771],"about_ca_topic_score_codex":0.5152531,"about_ca_topic_score_gemma":0.9987436,"teacher_disagreement_score":0.48349053,"about_ca_system_score_codex":0.0048029395,"about_ca_system_score_gemma":0.004828287,"threshold_uncertainty_score":0.99997944},"labels":[],"label_agreement":null},{"id":"W7124253987","doi":"10.28978/nesciences.1811171","title":"AI-Assisted Bio-Engineering Approaches for Ecosystem Restoration: An Integrated Study of Pollution Control, Water Quality Prediction, and Biodiversity Sustainability","year":2025,"lang":"","type":"article","venue":"Natural and Engineering Sciences","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Sustainability; Biodiversity; Ecosystem; Pollution; Pollutant; Environmental remediation; Restoration ecology; Resilience (materials science)","score_opus":0.02733924224361252,"score_gpt":0.2497089824678773,"score_spread":0.22236974022426476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7124253987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99352616,0.0007119518,0.0010263614,0.00247765,0.0009476177,0.001054266,0.00018753033,0.000063799904,0.000004675409],"genre_scores_gemma":[0.9996558,0.000012287514,0.00011900596,0.000025327387,0.000074659336,0.000031449494,0.000041999705,0.0000011693778,0.000038329723],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997987,0.00013174405,0.00066006306,0.0005994281,0.00026209746,0.00035966988],"domain_scores_gemma":[0.9990164,0.0001457296,0.00013436652,0.000107604305,0.0005236235,0.00007227601],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002321074,0.00025737236,0.0004195866,0.00017233666,0.0008882861,0.00030388933,0.00025394163,0.00019032172,0.0000026489738],"category_scores_gemma":[0.0002166598,0.00012268925,0.00006156403,0.0010207348,0.0001842446,0.0005395725,0.000087162036,0.0002230506,1.3327792e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017965267,0.004598366,0.31034178,0.008338681,0.001597038,0.0000068729346,0.0125111025,0.24074581,0.18650676,0.1682262,0.0007650546,0.06456582],"study_design_scores_gemma":[0.0013710182,0.001914171,0.29509422,0.00016373774,0.00012784485,0.000006486245,0.011786456,0.6859573,0.0005644319,0.00030051483,0.0022229396,0.0004908802],"about_ca_topic_score_codex":0.000756401,"about_ca_topic_score_gemma":0.0003991098,"teacher_disagreement_score":0.44521147,"about_ca_system_score_codex":0.00014331116,"about_ca_system_score_gemma":0.00005412435,"threshold_uncertainty_score":0.68320686},"labels":[],"label_agreement":null},{"id":"W7126213974","doi":"10.31957/jbp.5074","title":"Baseline Soil and Water Quality for Sustainable Agriculture–Aquaculture Systems in Keerom, Papua, Indonesia","year":2025,"lang":"","type":"article","venue":"JURNAL BIOLOGI PAPUA","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Intercropping; Baseline (sea); Soil fertility; Agriculture; Water quality; Nutrient; Aquaculture; Sustainability","score_opus":0.018027181667753682,"score_gpt":0.26938949046928357,"score_spread":0.2513623088015299,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7126213974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.972527,0.011215131,0.0001418089,0.009864424,0.001424363,0.0025140615,0.00029027576,0.00007621932,0.0019466637],"genre_scores_gemma":[0.98464,0.001255816,0.000037784288,0.0008895477,0.00073119864,0.00031757867,0.00051036844,0.0000057230586,0.01161201],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99388075,0.00093966624,0.0020581041,0.0012197504,0.00034932586,0.0015523768],"domain_scores_gemma":[0.99719167,0.0007122449,0.0005335385,0.00026784497,0.0011155102,0.00017917408],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005564073,0.0007223681,0.0012145124,0.00017270194,0.0011916896,0.0008083765,0.0007250019,0.0012529091,0.0000508578],"category_scores_gemma":[0.0004702917,0.00026991023,0.00032553184,0.0014323164,0.0003076718,0.0003273497,0.0004175306,0.0008159222,0.000019766228],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011959537,0.0014847745,0.09785348,0.00271057,0.00056764117,0.00011477483,0.0008328565,0.0006634534,0.45299336,0.40048143,0.02733784,0.013763853],"study_design_scores_gemma":[0.004803389,0.0021675772,0.10247225,0.001729405,0.0002670631,0.00010143571,0.01969448,0.004651686,0.011083521,0.012563532,0.8374535,0.003012166],"about_ca_topic_score_codex":0.004610141,"about_ca_topic_score_gemma":0.0015547944,"teacher_disagreement_score":0.81011564,"about_ca_system_score_codex":0.00033981973,"about_ca_system_score_gemma":0.00011461446,"threshold_uncertainty_score":0.9999753},"labels":[],"label_agreement":null},{"id":"W7127329826","doi":"10.1109/c2i666499.2025.11366976","title":"AQUAFOLIA: Low-Cost IoT Framework for Real-Time Monitoring and Predictive Management in Aquaponics","year":2025,"lang":"","type":"article","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Cloud computing; Internet of Things; Aquaponics; Arduino; The Internet; Quality (philosophy); Stability (learning theory)","score_opus":0.016400386627840834,"score_gpt":0.2887568100644625,"score_spread":0.2723564234366217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7127329826","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8997686,0.0023582394,0.007659294,0.0067463494,0.0053271633,0.008308017,0.0003563942,0.00018151785,0.06929442],"genre_scores_gemma":[0.9757967,0.0040079323,0.0071581425,0.00014752983,0.0005272173,0.00046886367,0.000046671048,0.0000071304476,0.011839811],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9967475,0.00011764354,0.0010331025,0.0009521428,0.00031301117,0.00083662604],"domain_scores_gemma":[0.9983544,0.00082871446,0.00024790378,0.00024892576,0.00021065945,0.00010939167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011386696,0.0004335702,0.00057833956,0.0001818566,0.0006358951,0.00037717633,0.00051296793,0.0005545131,0.00013379079],"category_scores_gemma":[0.00012503228,0.00023796721,0.00015256177,0.0018094721,0.00016028767,0.00012997373,0.0003742489,0.0004184719,0.00003394466],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032528042,0.0005464061,0.0063234926,0.00041239033,0.00032513356,0.000013292586,0.00037179858,0.00036752908,0.002932433,0.9168354,0.0012838957,0.07026292],"study_design_scores_gemma":[0.005271365,0.0019514393,0.11190183,0.010108963,0.0006536689,0.000011926797,0.014415014,0.21869402,0.0050961226,0.5479569,0.08035313,0.0035856478],"about_ca_topic_score_codex":0.0003458664,"about_ca_topic_score_gemma":0.00007908625,"teacher_disagreement_score":0.36887854,"about_ca_system_score_codex":0.0003136007,"about_ca_system_score_gemma":0.00004683533,"threshold_uncertainty_score":0.9704021},"labels":[],"label_agreement":null},{"id":"W7161992133","doi":"10.82308/8579","title":"Development of a manure-based nutrient supply for hydroponic crop production using ion activity monitoring","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nutrient; Population; Crop production; Phosphate fertilizer; Sugar industry","score_opus":0.044980741886317975,"score_gpt":0.2911419633932866,"score_spread":0.2461612215069686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7161992133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.994882,0.000095483534,0.00017912549,0.00005553604,0.0029700154,0.001358801,0.00002877686,0.000041585008,0.0003887116],"genre_scores_gemma":[0.99217266,0.000009747883,0.003405235,0.0000036784681,0.00039795117,0.00011802194,0.0008453413,0.000005246144,0.0030421133],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99819624,0.000037077356,0.0005752627,0.000500803,0.00039304214,0.00029757468],"domain_scores_gemma":[0.9986983,0.00006117556,0.0006288078,0.00012201663,0.0004550082,0.000034682093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045720302,0.0002738664,0.00038701447,0.00007582925,0.00035647926,0.00005997837,0.00022337191,0.00031405286,0.000049346396],"category_scores_gemma":[0.00003480552,0.00012796832,0.00016208811,0.00047217944,0.00001607643,0.000097943426,0.000019367833,0.00017257448,0.000007615386],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017210636,0.00018785581,0.00018683124,0.00032044394,0.000037576578,1.4658221e-7,0.0001775127,0.00014941799,0.9847582,0.0005350777,0.00003221446,0.013442626],"study_design_scores_gemma":[0.00020511936,0.00014478137,0.0020611894,0.0005348226,0.000039758022,9.993813e-7,0.00070690684,0.0035253738,0.9864335,0.00009934095,0.005856024,0.0003921604],"about_ca_topic_score_codex":0.00014868187,"about_ca_topic_score_gemma":0.00034553508,"teacher_disagreement_score":0.013050466,"about_ca_system_score_codex":0.0002743013,"about_ca_system_score_gemma":0.00015939912,"threshold_uncertainty_score":0.5218397},"labels":[],"label_agreement":null}]}