{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":133,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":133,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"dd0affdc470a","filters":{"topic":"Innovations in Aquaponics and Hydroponics Systems"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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 <Actinopterygii>; Biology; Ecology; Fishery","authors":[{"name":"Brandon Yep","is_ca":true},{"name":"Youbin Zheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1527595167997356,"gpt":0.3280237514232953,"spread":0.1752642346235597,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001733374,0.0002347441,0.001289474,0.0001008416,0.00007877928,0.00004258345,0.0002466497,0.0002060305,0.00009103888],"category_scores_gemma":[0.0001140903,0.00007879492,0.000309905,0.0004566891,0.00003189,0.0001599067,0.00004375404,0.0004730556,0.00002529735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006523319,"about_ca_system_score_gemma":0.00004367215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003181771,"about_ca_topic_score_gemma":0.000009698586,"domain_scores_codex":[0.9979913,0.0002246912,0.001000573,0.0002756099,0.0003435858,0.0001642503],"domain_scores_gemma":[0.9979149,0.00007646875,0.001568089,0.0001155609,0.0002772,0.00004779912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002088023,0.00002850642,1.37742e-7,0.01264984,0.00005532234,0.000002339241,0.000008325009,2.366402e-7,0.00001167219,0.0002445888,0.002620523,0.9843764],"study_design_scores_gemma":[0.0000282359,0.0002462933,0.000007249898,0.02405824,0.0004010369,0.001069284,0.00001553182,5.091184e-7,0.000001111365,0.0000487317,0.9739566,0.0001671154],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002349973,0.9940487,1.645718e-7,0.003534567,0.001265538,0.0002482053,0.00000562205,0.000009234591,0.0008645342],"genre_scores_gemma":[0.00003469992,0.9964649,0.00001984407,0.00003977698,0.001772254,0.000006240249,0.00001996456,0.000003247976,0.001639036],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9842093,"threshold_uncertainty_score":0.3213164,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Production (economics); Environmental science; Economics","authors":[{"name":"Howard M. Resh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03319402853849027,"gpt":0.2262324869921701,"spread":0.1930384584536798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001137911,0.0005249831,0.0005480464,0.00008542113,0.001658427,0.0001715073,0.0007954653,0.0004722428,0.07743319],"category_scores_gemma":[0.00008670101,0.0002535145,0.0003772444,0.0009413685,0.0003131924,0.0001724939,0.0004507185,0.0009945326,0.001448645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001413,"about_ca_system_score_gemma":0.0002647703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002693763,"about_ca_topic_score_gemma":0.0007755677,"domain_scores_codex":[0.99628,0.0003006656,0.0008964422,0.001045998,0.0007959653,0.0006809619],"domain_scores_gemma":[0.998664,0.0001614271,0.0005261696,0.0003035926,0.0002291947,0.0001156025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001119289,0.0001967106,0.00006459494,0.00006577723,0.0001240715,0.000006727812,0.00003738944,0.0001538617,0.002640794,0.913734,0.07305896,0.009905889],"study_design_scores_gemma":[0.00008040541,0.001203195,0.0001101397,0.00007075531,0.00005645067,0.0001047893,0.0002113762,0.0003640283,0.0001631141,0.01997656,0.9769974,0.000661777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02819352,0.002557242,0.000009749037,0.01283522,0.009812629,0.001157812,0.0002667195,0.0002039491,0.9449632],"genre_scores_gemma":[0.1746361,0.0003715512,0.0000952355,0.0003781725,0.002429545,0.0001217853,0.0009072899,0.000009185245,0.8210512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9039385,"threshold_uncertainty_score":0.9999917,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Jie Chang","is_ca":false},{"name":"Xu Wu","is_ca":false},{"name":"Wang Yan","is_ca":false},{"name":"Laura A. Meyerson","is_ca":false},{"name":"Baojing Gu","is_ca":false},{"name":"Yong Ki Min","is_ca":false},{"name":"Hui Xue","is_ca":false},{"name":"Changhui Peng","is_ca":true},{"name":"Ying Ge","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009372423722183373,"gpt":0.200123368209801,"spread":0.1907509444876176,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009120568,0.0003170078,0.0009153094,0.00004978234,0.0003395207,0.00006311452,0.0006123611,0.0003285398,0.00005679378],"category_scores_gemma":[0.00001315034,0.00007858319,0.0001380273,0.0001967826,0.0002812022,0.0001066856,0.0002117544,0.0004457754,0.00002680249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372684,"about_ca_system_score_gemma":0.00001483259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007999702,"about_ca_topic_score_gemma":0.002772433,"domain_scores_codex":[0.9977753,0.0005807023,0.0006629378,0.0004428936,0.0001614538,0.0003767687],"domain_scores_gemma":[0.9985683,0.0008775403,0.0003627936,0.0001556227,0.00000652073,0.00002924352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001015124,0.0005685307,0.03128709,0.006372249,0.001128834,0.00003306154,0.001366167,0.0003438063,0.0000163303,0.03440121,0.002378074,0.9220031],"study_design_scores_gemma":[0.0002717368,0.00009497687,0.002596556,0.001070599,0.0001052537,0.00001466838,0.0006551164,0.0002399594,0.000001397897,0.00608774,0.9885513,0.0003107646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03963097,0.9564559,0.000005302894,0.0009479198,0.001520614,0.00128037,0.00005660398,0.00001109464,0.00009118133],"genre_scores_gemma":[0.06802826,0.9306226,0.00005534649,0.0001534763,0.0001822132,0.0006841119,0.00006328145,0.000004221264,0.0002064459],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9861732,"threshold_uncertainty_score":0.320453,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Germination; Wastewater; Agronomy; Phytoremediation; Commercial fish feed; Nutrient; Biology; Hydroponics; Chemistry; Aquaculture; Environmental science; Fish <Actinopterygii>; Contamination; Environmental engineering","authors":[{"name":"A. E. Ghaly","is_ca":true},{"name":"Mohd Lias Kamal","is_ca":true},{"name":"N. S. Mahmoud","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01352215209791672,"gpt":0.207683780345897,"spread":0.1941616282479803,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000163573,0.00004973495,0.00006976831,0.00001225748,0.00004061373,0.000007836179,0.0000653693,0.00003903208,0.00006417518],"category_scores_gemma":[0.00001389981,0.00001954991,0.00003076988,0.00002235331,0.00003041197,0.00006955966,0.00002296375,0.00002808894,0.000001999272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002983474,"about_ca_system_score_gemma":0.000001391106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001790139,"about_ca_topic_score_gemma":0.00001190664,"domain_scores_codex":[0.999464,0.000007050469,0.0002042975,0.0001182952,0.0001423792,0.00006399782],"domain_scores_gemma":[0.9998258,0.00001235459,0.00009401672,0.00002561507,0.00003233906,0.000009840925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001899546,0.0000644768,0.0006956649,0.000008086119,0.00001823217,4.762077e-8,0.0002279925,0.0004862791,0.9952226,0.001710083,0.00007785099,0.001469683],"study_design_scores_gemma":[0.0003306698,0.0001464801,0.00832547,0.00003490281,0.000009636039,0.000002752933,0.0001761884,0.0001836053,0.9517549,0.005024556,0.03391358,0.00009724859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955764,0.00001063782,0.0000435177,0.003714635,0.0003290355,0.0001641068,0.00004125828,0.00000433174,0.0001160647],"genre_scores_gemma":[0.9986687,0.00003990121,0.000478341,0.0000294556,0.0001890718,0.00001683481,0.0003042644,6.90218e-7,0.0002727445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0434677,"threshold_uncertainty_score":0.07972223,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Salinity; Soil salinity; Agriculture; Land degradation; Dryland salinity; Agricultural productivity; Productivity; Hectare","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.07572287136790208,"gpt":0.3158056169027496,"spread":0.2400827455348475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000263177,0.00006921514,0.0001453366,0.0000118308,0.00006294622,0.00002300636,0.0002257868,0.0000692235,0.01009337],"category_scores_gemma":[0.0001004344,0.00003070215,0.00003484976,0.0005644013,0.00001287603,0.00005048041,0.0002178282,0.00009049382,0.00009595078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003071328,"about_ca_system_score_gemma":0.00001421893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005841133,"about_ca_topic_score_gemma":0.0001888777,"domain_scores_codex":[0.9989854,0.00006829729,0.0002359207,0.0001958462,0.0003291766,0.000185429],"domain_scores_gemma":[0.9993391,0.00009155997,0.0001299315,0.00009504129,0.0003107698,0.00003359241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002659685,0.001622897,0.1769759,0.006688089,0.0004421335,0.00004594643,0.0003466391,0.0001453343,0.08733429,0.1058129,0.5939361,0.02638378],"study_design_scores_gemma":[0.0005590007,0.0007223389,0.8836906,0.002397517,0.00001106178,0.000008054423,0.0002888104,0.002280022,0.006057394,0.001846905,0.10176,0.000378252],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958135,0.0005928968,2.429568e-8,0.0001436321,0.00004278823,0.0005153842,0.03015586,0.000014222,0.0104002],"genre_scores_gemma":[0.9947714,0.00001104082,0.00001741049,0.00001252743,0.00004238081,0.00002451597,0.004823224,6.372726e-7,0.0002968523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7067147,"threshold_uncertainty_score":0.9908115,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Ashley A. Stegelmeier","is_ca":false},{"name":"Danielle M. Rose","is_ca":false},{"name":"Benjamin R. Joris","is_ca":false},{"name":"Bernard R. Glick","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1662842146015492,"gpt":0.2915705505572809,"spread":0.1252863359557317,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005717035,0.0002567981,0.0007143097,0.00003741337,0.0005206409,0.0001166651,0.0008010939,0.0001332901,0.0002018628],"category_scores_gemma":[0.0001295521,0.00007553415,0.0002343991,0.0006433366,0.00003444409,0.000044247,0.0002868432,0.0003201893,0.00008412066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008147383,"about_ca_system_score_gemma":0.00005297489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002441673,"about_ca_topic_score_gemma":0.0002417827,"domain_scores_codex":[0.9980338,0.0001924432,0.0006849832,0.0003381863,0.0004006316,0.0003499542],"domain_scores_gemma":[0.9984811,0.0008066416,0.0004383855,0.0001696199,0.00004057209,0.00006369618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009169827,0.00005432749,0.000002614134,0.0004652521,0.00009482371,0.00001319131,0.00002997633,0.00000109218,0.00002726033,0.003578484,0.007074089,0.9886497],"study_design_scores_gemma":[0.00001840024,0.0001132866,0.000003456825,0.0008498178,0.00004039628,0.00005581984,0.00001029399,0.00002768347,0.00000319135,0.00007059903,0.9986055,0.000201494],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001124142,0.9931729,5.619607e-7,0.0001304776,0.0008885366,0.001234907,0.002730581,0.00004341697,0.0006744544],"genre_scores_gemma":[0.0001260783,0.99797,0.00002530456,0.00004297489,0.0001631566,0.0001416047,0.0007839129,0.000003385011,0.0007436216],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9915315,"threshold_uncertainty_score":0.4004402,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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","authors":[{"name":"Elham Fathidarehnijeh","is_ca":true},{"name":"Muhammad Nadeem","is_ca":true},{"name":"Mumtaz Cheema","is_ca":true},{"name":"Raymond Thomas","is_ca":true},{"name":"Mano Krishnapillai","is_ca":true},{"name":"Lakshman Galagedara","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02148463549651545,"gpt":0.2410458598136672,"spread":0.2195612243171517,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001709877,0.0001052133,0.0001275816,0.0003020018,0.0005946312,0.0005225522,0.0004459553,0.00002768497,0.00000476217],"category_scores_gemma":[0.00004924646,0.00003603937,0.00003132381,0.001361102,0.0001901755,0.0002406628,0.00004991996,0.0001827282,0.00002074324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000502017,"about_ca_system_score_gemma":0.0001868672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005066486,"about_ca_topic_score_gemma":0.008808481,"domain_scores_codex":[0.9984938,0.00005285904,0.0003187197,0.0002415362,0.0003993994,0.0004936956],"domain_scores_gemma":[0.9993265,0.0000690622,0.0001015555,0.00007710407,0.0001963377,0.0002294931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006364636,0.0001126362,0.001290062,0.00003756812,0.00002280664,0.0002606834,0.006782807,0.00729676,0.07356796,0.9047238,0.002272794,0.003568428],"study_design_scores_gemma":[0.002829652,0.007408621,0.1974803,0.003852387,0.0001145807,0.001028316,0.1808586,0.09999148,0.01333236,0.03490049,0.4552467,0.00295657],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956723,0.0002090833,0.00003733104,0.002043273,0.001313279,0.0003952975,0.00006645871,0.000006416405,0.0002565939],"genre_scores_gemma":[0.9997079,0.00008378361,0.000004813251,0.00004922885,0.00009139285,0.00001094327,0.000003932995,8.30289e-7,0.00004719894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8698233,"threshold_uncertainty_score":0.7659045,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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 <Actinopterygii>; Fermentation","authors":[{"name":"Zied Khiari","is_ca":true},{"name":"Soba Kaluthota","is_ca":true},{"name":"Nick Savidov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01022773248275773,"gpt":0.2378716435976513,"spread":0.2276439111148935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001458398,0.0002222074,0.0004021138,0.0000506793,0.00009162162,0.0000158641,0.0003566626,0.0002847215,0.00003773848],"category_scores_gemma":[0.0001014674,0.00009181948,0.0001519494,0.0009572248,0.0002278585,0.0000844547,0.00006523832,0.0001092461,0.00001221615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002808433,"about_ca_system_score_gemma":0.000009984263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002617007,"about_ca_topic_score_gemma":0.0001872561,"domain_scores_codex":[0.9984856,0.0000786021,0.0005709683,0.0002953073,0.0003541142,0.0002153843],"domain_scores_gemma":[0.9985033,0.00008113181,0.0005499236,0.0001447421,0.0006672833,0.00005361514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001789563,0.0002169988,0.0002303407,0.0002104806,0.00005135916,6.489101e-7,0.0007708033,0.00002750495,0.9952294,0.001603699,0.001013815,0.000466008],"study_design_scores_gemma":[0.0003106307,0.002793788,0.0001346747,0.0002662191,0.00004423437,0.000002155027,0.0004134943,0.0001688734,0.993421,0.0004770234,0.001786204,0.0001817562],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998467,0.0002402094,0.00002933656,0.0002650082,0.0002195524,0.0003875258,0.00004463405,0.000022823,0.0003239029],"genre_scores_gemma":[0.9990459,0.00005198455,0.000302041,0.0001470297,0.00009712049,0.00001080035,0.0002219638,0.000002672671,0.0001204618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002576789,"threshold_uncertainty_score":0.374429,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Brandon Yep","is_ca":true},{"name":"Nigel Gale","is_ca":true},{"name":"Youbin Zheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02325688233817062,"gpt":0.2197543870045469,"spread":0.1964975046663763,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008394135,0.000167812,0.0002556892,0.0001133585,0.0003816125,0.0001238908,0.0005618616,0.00008803738,0.00001814823],"category_scores_gemma":[0.0001487314,0.00008711852,0.00002786963,0.002792037,0.0002665761,0.000319921,0.0001834505,0.0003092854,0.000009409609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001678321,"about_ca_system_score_gemma":0.0001208757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746582,"about_ca_topic_score_gemma":0.002943536,"domain_scores_codex":[0.9979421,0.00007928958,0.0003799543,0.0005823023,0.000406391,0.0006099404],"domain_scores_gemma":[0.9995357,0.00003874305,0.0001106535,0.00009476383,0.00007211496,0.0001480377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000209731,0.0004147152,0.19362,0.00008646754,0.00003517296,0.0001759473,0.006580215,0.003071525,0.7198946,0.032807,0.01694991,0.0261547],"study_design_scores_gemma":[0.001504461,0.0008257551,0.1983204,0.0004652774,0.00002231513,0.00006931144,0.006700216,0.7395812,0.01494185,0.007909655,0.02762466,0.002034954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940625,0.0003517543,0.00002258944,0.003649207,0.0007630106,0.0002879481,0.00009882518,0.00003629248,0.0007279082],"genre_scores_gemma":[0.9991961,0.0001120392,0.0002849267,0.0002047261,0.00007629898,0.0000110525,0.0000336282,0.000001552733,0.00007970121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7365097,"threshold_uncertainty_score":0.355259,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Aquaponics; Animal science; Fish <Actinopterygii>; Spinach; Water circulation; Water quality; Biology; Fishery; Aquaculture; Ecology","authors":[{"name":"Amruta Shete","is_ca":false},{"name":"Ajit Kumar Verma","is_ca":false},{"name":"Ritesh Shantilal Tandel","is_ca":false},{"name":"V. K. Tiwari","is_ca":false},{"name":"Tanveer Hussain","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01012722206425308,"gpt":0.2062343630942604,"spread":0.1961071410300073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009079937,0.00009941153,0.0002251129,0.00004037677,0.0001997134,0.00009261262,0.0004680371,0.00005745344,0.00002388556],"category_scores_gemma":[0.00004475699,0.00002201245,0.00008513105,0.0009992431,0.0001652109,0.0005383453,0.00003238764,0.0001059937,9.896112e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001084252,"about_ca_system_score_gemma":0.00003244219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001551991,"about_ca_topic_score_gemma":0.00004223077,"domain_scores_codex":[0.9985465,0.00003458412,0.0005997776,0.0001301778,0.0004781489,0.0002108201],"domain_scores_gemma":[0.9978918,0.00005740447,0.0005850098,0.00005565228,0.001371963,0.000038146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002620415,0.00006971736,0.002328108,0.00004665343,0.00001770333,4.781452e-7,0.001244918,0.04438614,0.9488158,0.001879259,0.00008190177,0.001103173],"study_design_scores_gemma":[0.001127194,0.002264216,0.8627647,0.0008088155,0.00008362089,0.0004464979,0.0350861,0.04068452,0.05565257,0.0002006228,0.0004076585,0.0004735337],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979838,0.0001185352,0.0002630217,0.0007629064,0.0001687127,0.0004487089,0.000004129485,0.000004207581,0.0002459835],"genre_scores_gemma":[0.9990458,0.00001400282,0.0007794435,0.000009762072,0.00009871637,0.00001184834,0.000004667273,6.556624e-7,0.00003512745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8931632,"threshold_uncertainty_score":0.1536054,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Agriculture; Agricultural engineering; Agricultural economics; Environmental science; Business; Geography; Engineering; Economics; Archaeology","authors":[{"name":"José de Anda","is_ca":false},{"name":"Harvey Shear","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00910312192699876,"gpt":0.2536607281524503,"spread":0.2445576062254515,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006560553,0.0001056484,0.0002074168,0.0000139809,0.0003286386,0.00007375715,0.0004935974,0.0001346993,0.0000970516],"category_scores_gemma":[0.0007492732,0.00004078946,0.0001046109,0.0001762076,0.0002082998,0.0001442096,0.0001691252,0.0001687458,0.000004888612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062938,"about_ca_system_score_gemma":0.00005665945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254424,"about_ca_topic_score_gemma":0.001237227,"domain_scores_codex":[0.9988189,0.00008098705,0.0003440522,0.0002612298,0.0002063084,0.0002884752],"domain_scores_gemma":[0.9991357,0.00005495682,0.0001103644,0.0002328638,0.0004215592,0.00004451325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002080005,0.001314191,0.5796579,0.0001968484,0.00003986253,0.00006954039,0.0003309144,0.0002915354,0.1446003,0.2446378,0.0007963825,0.0278568],"study_design_scores_gemma":[0.0002413099,0.0001459314,0.9510501,0.00001893289,0.000006864536,0.000005067227,0.0004828171,0.0009542049,0.003487632,0.03947337,0.003955479,0.0001783046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936696,0.0000479738,0.000008519606,0.003929074,0.0001859369,0.0002781082,0.00001092107,0.00001630314,0.001853582],"genre_scores_gemma":[0.9996695,0.00000540623,0.00001511202,0.00002179836,0.00008386828,0.00001412034,0.00001258508,6.047868e-7,0.000176995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3713923,"threshold_uncertainty_score":0.2527656,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Abraham Reyes Yanes","is_ca":true},{"name":"Rabiya Abbasi","is_ca":true},{"name":"Pablo Martı́nez","is_ca":false},{"name":"Rafiq Ahmad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01614860682515873,"gpt":0.2139263375872898,"spread":0.1977777307621311,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005990263,0.0001378167,0.0002621821,0.00007764527,0.0002109198,0.00006447938,0.0003384028,0.00005448141,0.0002063273],"category_scores_gemma":[0.00003847172,0.00006885503,0.00009984151,0.001110634,0.00005233218,0.00007591478,0.0001806506,0.0002618125,0.00002536866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001627708,"about_ca_system_score_gemma":0.0000217596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004689852,"about_ca_topic_score_gemma":0.00009192347,"domain_scores_codex":[0.9983119,0.0001246627,0.0005724681,0.0002796508,0.0003926461,0.0003186129],"domain_scores_gemma":[0.9994344,0.0001462917,0.0002134748,0.0001093558,0.00005643948,0.00004007453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003918196,0.002518772,0.1573851,0.000291642,0.0003281016,0.0002999901,0.004427208,0.2293145,0.2125149,0.2916702,0.002069947,0.09878798],"study_design_scores_gemma":[0.00169879,0.003781957,0.0232217,0.0004335065,0.00006000695,0.0005539348,0.04912502,0.3063639,0.006892866,0.00658774,0.5983258,0.00295478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923835,0.0004281948,0.000002576236,0.0002237724,0.0005569606,0.0002622625,0.00007723325,0.00003740643,0.00602806],"genre_scores_gemma":[0.9984856,0.00001517691,0.000006710242,0.00002721292,0.00009407429,0.0000299843,0.00007543522,0.000002437233,0.001263405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5962558,"threshold_uncertainty_score":0.2807826,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Syed Abreez Gillani","is_ca":true},{"name":"Rabiya Abbasi","is_ca":true},{"name":"Pablo Martı́nez","is_ca":false},{"name":"Rafiq Ahmad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02807039134730407,"gpt":0.2718161213785015,"spread":0.2437457300311975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007513062,0.0001488526,0.0002287636,0.00009671808,0.0004888531,0.0002439215,0.000409237,0.0000923137,0.0000021226],"category_scores_gemma":[0.00002689661,0.0000614966,0.00004266172,0.001265938,0.0002234971,0.0002831125,0.0001720723,0.00008119982,0.000004489887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004457236,"about_ca_system_score_gemma":0.00003195653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004919951,"about_ca_topic_score_gemma":0.00002185349,"domain_scores_codex":[0.9983215,0.00002937274,0.0004020609,0.0004590368,0.0003931449,0.0003948602],"domain_scores_gemma":[0.9991764,0.0001440913,0.000161911,0.00009483107,0.0003539639,0.00006884729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002958716,0.0002209555,0.001639322,0.0001885758,0.00001524346,0.000002153254,0.00190508,0.006155477,0.8681323,0.1154174,0.001106694,0.005187289],"study_design_scores_gemma":[0.0002428644,0.0006436977,0.001340401,0.0001487259,0.00001284528,0.0000425412,0.0003969598,0.8670048,0.1181086,0.00250474,0.009159633,0.0003942231],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8675705,0.0002143978,0.1301815,0.0002578644,0.0007284919,0.0007853968,0.00003244193,0.0001565275,0.00007290917],"genre_scores_gemma":[0.9980864,0.00004010232,0.001378691,0.00005556023,0.0001487016,0.000136168,0.00007340896,0.000001839565,0.000079163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8608493,"threshold_uncertainty_score":0.3759912,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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 <Actinopterygii>; Biological pest control; Ecology; Environmental science; Environmental engineering","authors":[{"name":"Valérie Gravel","is_ca":true},{"name":"Martine Dorais","is_ca":true},{"name":"Dipa Dey","is_ca":true},{"name":"Grant W. Vandenberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007825193669316258,"gpt":0.1894825323271663,"spread":0.1816573386578501,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006289186,0.00007831555,0.0001419088,0.0001058307,0.0002676864,0.0001645943,0.0004053219,0.00003630335,0.00002066161],"category_scores_gemma":[0.0001203953,0.00003453821,0.00002440083,0.0004792204,0.000175567,0.0002550896,0.0000109919,0.0001135261,0.000001515594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003872122,"about_ca_system_score_gemma":0.0001407152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002584558,"about_ca_topic_score_gemma":0.05261405,"domain_scores_codex":[0.9990013,0.00003931813,0.000260356,0.0001473055,0.0002392053,0.0003124832],"domain_scores_gemma":[0.9993317,0.00006141431,0.0001104453,0.00003466241,0.00008858556,0.0003732039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006343167,0.0001126239,0.8350334,0.0000911871,0.00002092464,0.0006863468,0.001457252,0.00009389428,0.1352284,0.01632631,0.001393635,0.009492598],"study_design_scores_gemma":[0.0003315816,0.0002767941,0.9875829,0.0002882101,0.00001026875,0.0008258033,0.0001128927,0.001804043,0.002842883,0.001092156,0.004588063,0.0002443937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984028,0.00006656071,0.000002842016,0.0005688739,0.0002833955,0.00007121498,0.0002922798,0.000002905404,0.0003091402],"genre_scores_gemma":[0.9997612,0.000006054035,0.00002001736,0.0001116652,0.00008247083,9.797792e-7,0.000007116513,5.434556e-7,0.000009967081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1525495,"threshold_uncertainty_score":0.9646733,"prediction_status":"machine_predicted_unvalidated"},"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 <i>Cannabis sativa</i> 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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Micronutrient; Fertilizer; Aquaponics; Inflorescence; Nutrient; Agronomy; Shoot; Cannabis sativa; Chemistry; Biology; Horticulture; Ecology","authors":[{"name":"Brandon Yep","is_ca":true},{"name":"Youbin Zheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01797992834220849,"gpt":0.2041879605718922,"spread":0.1862080322296837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007330239,0.00009075852,0.0001641863,0.00009439308,0.0003228855,0.0001391062,0.0002736254,0.0000442262,0.00001515238],"category_scores_gemma":[0.0002022323,0.00004386976,0.00003373712,0.0009836741,0.0001222896,0.0002505957,0.00001357938,0.0001222028,0.000002698172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002386856,"about_ca_system_score_gemma":0.0004306584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001653143,"about_ca_topic_score_gemma":0.008815424,"domain_scores_codex":[0.9989026,0.0000347631,0.0003811471,0.0001920276,0.0001977665,0.0002917326],"domain_scores_gemma":[0.9990413,0.0000573205,0.0002361887,0.00003219383,0.0003144577,0.0003185921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002289025,0.00004729608,0.009545614,0.0001326698,0.00002039532,0.00008880414,0.003160259,0.0002704535,0.926964,0.02231532,0.03106986,0.006156449],"study_design_scores_gemma":[0.004110035,0.003645877,0.142402,0.002447039,0.00009239261,0.001378355,0.01838625,0.04779516,0.08713461,0.003038528,0.6874496,0.002120148],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992947,0.0002329189,0.00002654162,0.00556871,0.0004061845,0.0002599284,0.0003686057,0.000005532545,0.0001845883],"genre_scores_gemma":[0.9994224,0.000009542701,0.0001105388,0.0002454625,0.0001431437,0.000004263049,0.00003218007,9.565046e-7,0.00003155158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8398294,"threshold_uncertainty_score":0.4919213,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Khurshid Ahmed Khan","is_ca":false},{"name":"Zhengnan Yan","is_ca":false},{"name":"Dongxian He","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03649347704690135,"gpt":0.265964986246687,"spread":0.2294715091997856,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009747315,0.0001158262,0.000286613,0.00007775988,0.0001630579,0.0000533295,0.0003540231,0.00004916553,0.00001105702],"category_scores_gemma":[0.0001869738,0.00003582067,0.0001041379,0.001237551,0.0002554469,0.0002635471,0.00008561926,0.0001343498,0.000002938372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001626482,"about_ca_system_score_gemma":0.00004439642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006985776,"about_ca_topic_score_gemma":0.0005731202,"domain_scores_codex":[0.9985072,0.00003369762,0.0005777452,0.0001754698,0.0004656177,0.0002402621],"domain_scores_gemma":[0.9978271,0.00004812692,0.0005488105,0.00005084768,0.001407665,0.0001174394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009706645,0.0001313368,0.0300012,0.00000296799,0.00001006166,0.000001170071,0.0002117073,0.00001311282,0.9676031,0.0008365233,0.0001408758,0.0009508809],"study_design_scores_gemma":[0.000180179,0.002114588,0.8979664,0.0001503585,0.000005779636,0.0000484521,0.0002852776,0.00003793636,0.09881371,0.0002546109,0.00005438788,0.00008831992],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983538,0.00004386528,0.000007871033,0.001029351,0.0001828708,0.0001922518,0.000009890878,0.000002989504,0.0001770906],"genre_scores_gemma":[0.9996375,0.00001238469,0.0001659141,0.00004019081,0.0001258545,0.000001124789,8.366686e-7,4.432393e-7,0.00001576865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8687894,"threshold_uncertainty_score":0.1460724,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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 <Actinopterygii>; Systems engineering; Artificial intelligence; Ecology; Biology","authors":[{"name":"Rabiya Abbasi","is_ca":true},{"name":"Pablo Martı́nez","is_ca":true},{"name":"Rafiq Ahmad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05283491570928987,"gpt":0.2880172187977187,"spread":0.2351823030884288,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005306273,0.0001151247,0.0001934447,0.00001734392,0.0001847577,0.00004999416,0.0004000446,0.0001088191,0.0001408359],"category_scores_gemma":[0.0001075659,0.00004354877,0.00005009749,0.0006436997,0.00004724662,0.00008385669,0.00005937662,0.0001062741,0.00003995729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002698853,"about_ca_system_score_gemma":0.0001252575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005212307,"about_ca_topic_score_gemma":0.0003237306,"domain_scores_codex":[0.9988251,0.00008995981,0.0003283897,0.0002753854,0.0002051726,0.0002760008],"domain_scores_gemma":[0.9992411,0.0001113951,0.0001105577,0.0001416267,0.0003286035,0.00006677322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004315866,0.000347518,0.00108664,0.00003223142,0.00004634579,0.00001245369,0.001154006,0.009189735,0.907227,0.0625838,0.008400813,0.009876234],"study_design_scores_gemma":[0.0003326255,0.001340914,0.004691898,0.00004126048,0.00004939678,0.00009332812,0.0008969984,0.9248729,0.04022917,0.01980405,0.007065653,0.0005818212],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890897,0.0001538238,0.002664709,0.004466358,0.0003108202,0.0005127593,0.00005424276,0.000237903,0.002509725],"genre_scores_gemma":[0.9975172,0.00001496539,0.001152489,0.0008058253,0.0001001507,0.00005375885,0.00005991937,0.000001802105,0.0002938617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9156832,"threshold_uncertainty_score":0.1775867,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Zitian Zhang","is_ca":true},{"name":"Michel Rod","is_ca":true},{"name":"Farah Hosseinian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1854511551756723,"gpt":0.4004940971958643,"spread":0.2150429420201921,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002305692,0.0009199163,0.002752554,0.0004166339,0.002188287,0.0005403282,0.001790635,0.001673946,0.0002144063],"category_scores_gemma":[0.001988864,0.0003557105,0.0006716426,0.01343356,0.0003158908,0.0002277441,0.001601284,0.00462709,0.0001941359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002077895,"about_ca_system_score_gemma":0.0009060367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005151181,"about_ca_topic_score_gemma":0.00001019637,"domain_scores_codex":[0.9912608,0.001430246,0.00142282,0.001520723,0.001587409,0.002778057],"domain_scores_gemma":[0.9945632,0.001133484,0.0003863712,0.0004080574,0.003155947,0.0003529504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000422565,0.0003743112,0.0000027034,0.07926084,0.0004127491,0.003105671,0.00007739133,0.00001258549,0.0001940863,0.1044551,0.05830974,0.7537525],"study_design_scores_gemma":[0.0001513664,0.000486565,2.68431e-7,0.01991225,0.0002066869,0.0001883655,0.004542685,0.0000244084,0.00001230374,0.0006338617,0.9731212,0.0007200207],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000158158,0.9892609,0.000002613152,0.002143657,0.0001805019,0.00534787,0.00005121062,0.0001835204,0.002671551],"genre_scores_gemma":[0.0001895058,0.9923555,0.00002420319,0.0002084391,0.001465134,0.0006076998,0.0004140807,0.00001825655,0.004717184],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9148115,"threshold_uncertainty_score":0.9998895,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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 <Actinopterygii>; Algorithm; Organic chemistry","authors":[{"name":"Vahid Khakyzadeh","is_ca":false},{"name":"Rafael Luque","is_ca":false},{"name":"Mohammad Ali Zolfigol","is_ca":false},{"name":"Hadi Rezaei‐Vahidian","is_ca":false},{"name":"Hamid Salehzadeh","is_ca":false},{"name":"Vahid Moradi","is_ca":true},{"name":"Ali Reza Soleymani","is_ca":false},{"name":"Ahmad Reza Moosavi‐Zare","is_ca":false},{"name":"Kun Xu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0092250942779482,"gpt":0.2306280502653263,"spread":0.2214029559873781,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007899463,0.0001874706,0.0002443069,0.00005680505,0.0005285692,0.00009333272,0.0003507151,0.00008967055,0.00007973176],"category_scores_gemma":[0.00009257554,0.00008096723,0.0000732637,0.0006727969,0.00003011775,0.0001258643,0.00006325354,0.000128544,0.0002242278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001772426,"about_ca_system_score_gemma":0.00002828225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002002428,"about_ca_topic_score_gemma":0.0001256687,"domain_scores_codex":[0.9982091,0.0001509449,0.0003274888,0.0004161358,0.0003831085,0.0005132628],"domain_scores_gemma":[0.9991443,0.0002602925,0.0001527033,0.0001596557,0.0001574448,0.0001256709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001337661,0.000742503,0.00481319,0.001243285,0.00007030989,0.00007738682,0.0004973119,0.02048664,0.104699,0.7579659,0.01536126,0.09270553],"study_design_scores_gemma":[0.0005969154,0.001914263,0.0002310963,0.0003083791,0.00001489298,0.000007143447,0.004047344,0.02777128,0.01292095,0.002161005,0.9494362,0.0005905584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610646,0.0002134646,0.0003885063,0.002566255,0.0005878203,0.001636213,0.00003822329,0.0002588562,0.033246],"genre_scores_gemma":[0.9974563,0.000006175187,0.0002685104,0.0006619177,0.0004653165,0.0001402243,0.00003777613,0.000002829026,0.0009609163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9340749,"threshold_uncertainty_score":0.406538,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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)","authors":[{"name":"Arun Kumar Vikanksha","is_ca":false},{"name":"Jatinder Singh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06039746417918616,"gpt":0.3805259200165718,"spread":0.3201284558373856,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003771054,0.0002693434,0.001039449,0.001003968,0.00008962663,0.0001848167,0.002401175,0.0002128826,0.00005452951],"category_scores_gemma":[0.001241948,0.0001074276,0.0002847307,0.006061677,0.0002210755,0.0005253201,0.0002881734,0.0009192158,0.00004867467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000674327,"about_ca_system_score_gemma":0.0003496149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002632692,"about_ca_topic_score_gemma":0.001232375,"domain_scores_codex":[0.9958983,0.0001488414,0.001884159,0.0003874806,0.001269252,0.0004119739],"domain_scores_gemma":[0.996898,0.0003773661,0.001815694,0.0001036561,0.0007294322,0.0000758336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001278901,0.000181875,0.00004227258,0.0005094942,0.00007159406,0.0009855103,0.0000561965,0.00002112905,0.00009993707,0.004664803,0.001261704,0.9920927],"study_design_scores_gemma":[0.0001151047,0.0001113998,0.00006842617,0.03387886,0.00005942395,0.002191582,0.0001073072,0.0001345413,0.000002678352,0.0003695336,0.9626972,0.0002639341],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001087418,0.9922334,6.106974e-7,0.003984613,0.001659955,0.0002162491,0.0001272491,0.0000205992,0.0006698851],"genre_scores_gemma":[0.001675424,0.997562,0.00006222912,0.0001518411,0.0003041599,0.00001887766,0.0000790322,0.000002813601,0.0001436353],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9918287,"threshold_uncertainty_score":0.446202,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"Mitacs","keywords":"Agricultural engineering; Process engineering; Environmental science; Computer science; Mechanical engineering; Engineering; Environmental engineering","authors":[{"name":"Albert Min","is_ca":true},{"name":"Nam P. Nguyen","is_ca":true},{"name":"Liam Howatt","is_ca":true},{"name":"Marlowe Tavares","is_ca":true},{"name":"Jaho Seo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04089458109801621,"gpt":0.1909062546301559,"spread":0.1500116735321397,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005566138,0.0001013913,0.0001874599,0.00003023127,0.0002931205,0.00008515469,0.0001149204,0.00003175867,0.00005110029],"category_scores_gemma":[0.00004920777,0.00003804445,0.00005796371,0.0002018568,0.000009520482,0.0001403901,0.00006123291,0.0002376539,0.000001128507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007491157,"about_ca_system_score_gemma":0.0000110268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001073639,"about_ca_topic_score_gemma":0.000003225521,"domain_scores_codex":[0.9990675,0.00007008448,0.0003651849,0.00009535432,0.0002521053,0.0001498102],"domain_scores_gemma":[0.9993433,0.0002146029,0.0002118299,0.0000268249,0.0001476897,0.00005573088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001937576,0.0001364232,0.00007184642,0.00006723415,0.0001976135,0.00006565507,0.0007928828,0.3584766,0.5261594,0.108017,0.003211884,0.00278403],"study_design_scores_gemma":[0.003684493,0.01031761,0.2101912,0.0007308866,0.0004459125,0.05564018,0.04725527,0.07784285,0.006452879,0.002737784,0.5804492,0.004251696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789175,0.01629909,0.00008527207,0.003218358,0.001082342,0.0001912727,0.00001135306,0.00003409472,0.0001606614],"genre_scores_gemma":[0.9987283,0.0005164486,0.0003588853,0.00001882321,0.0003122421,0.0000117288,0.000002999458,0.000001021967,0.00004948868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5772374,"threshold_uncertainty_score":0.2254476,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Umar Shareef","is_ca":true},{"name":"Ateeq Ur Rehman","is_ca":true},{"name":"Rafiq Ahmad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01666493955926383,"gpt":0.2582234338375233,"spread":0.2415584942782595,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007587641,0.0001594261,0.0003094342,0.00003438904,0.0001611635,0.0004355763,0.0001889061,0.0001040419,0.0000305929],"category_scores_gemma":[0.0001123297,0.00005685926,0.0001570949,0.0007977274,0.00001505423,0.0001224972,0.00001685593,0.0001361257,0.00007620008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006654646,"about_ca_system_score_gemma":0.00001336128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000130641,"about_ca_topic_score_gemma":0.000006197943,"domain_scores_codex":[0.9987082,0.0001060855,0.000456503,0.0003092727,0.0002069225,0.0002130341],"domain_scores_gemma":[0.999284,0.0003235748,0.00009503969,0.0001150713,0.0001425014,0.00003976695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004288931,0.000237808,0.00001331889,0.43038,0.0005152175,0.00006446216,0.0003013547,0.01267666,0.003204349,0.4450346,0.1026147,0.004914673],"study_design_scores_gemma":[0.0001325966,0.0006541626,0.000003906708,0.3358021,0.0001750688,0.0001179134,0.00007108961,0.592512,0.00007089047,0.0008294557,0.06909534,0.0005354866],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02182481,0.9135864,0.005329156,0.02584008,0.01054986,0.01492282,0.0006689224,0.001208538,0.006069398],"genre_scores_gemma":[0.9682443,0.0197001,0.0004695381,0.004336212,0.0006289968,0.001693942,0.0009246873,0.00001060535,0.003991645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9464195,"threshold_uncertainty_score":0.4200272,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Faran Muhammad","is_ca":true},{"name":"Muhammad Nadeem","is_ca":true},{"name":"Charles F. Manful","is_ca":true},{"name":"Lakshman Galagedara","is_ca":true},{"name":"Raymond Thomas","is_ca":true},{"name":"Mumtaz Cheema","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01481390266560491,"gpt":0.2112285420067369,"spread":0.1964146393411319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002453144,0.00008522102,0.0001445889,0.00003145911,0.00006537566,0.00001888336,0.0001301509,0.00005250401,0.00005331152],"category_scores_gemma":[0.000007463814,0.00003993159,0.00002687409,0.0004839302,0.0000638748,0.0001103806,0.00007399217,0.00008566656,0.0000425851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002428307,"about_ca_system_score_gemma":0.0000103488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001717588,"about_ca_topic_score_gemma":0.00008150958,"domain_scores_codex":[0.9992628,0.00001966944,0.0002488406,0.0001951697,0.000068195,0.000205384],"domain_scores_gemma":[0.9997551,0.00006338202,0.00007697427,0.00005376437,0.00002408409,0.00002668503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005638349,0.0001626195,0.1789117,0.0001223747,0.00003416015,0.000006657519,0.0007369397,0.0001313216,0.7115269,0.009285633,0.006243484,0.09278178],"study_design_scores_gemma":[0.0003028135,0.0001401113,0.9692297,0.00008426185,0.000004605121,0.000004863705,0.0003452286,0.002938548,0.01416652,0.0004399029,0.01207468,0.0002687535],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970587,0.00005792366,5.88569e-7,0.0003095521,0.00005521421,0.0001783394,0.00001032182,0.00002959671,0.002299704],"genre_scores_gemma":[0.9992255,0.00006498241,0.00007878557,0.00002197989,0.000052966,0.00003569401,0.00007555498,9.978193e-7,0.0004435128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.790318,"threshold_uncertainty_score":0.1628363,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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 <Actinopterygii>; Biological pest control; Ecology; Environmental science","authors":[{"name":"Valérie Gravel","is_ca":true},{"name":"Martine Dorais","is_ca":true},{"name":"Dipa Dey","is_ca":true},{"name":"Grant W. Vandenberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2320845932704365,"gpt":0.2381563735394057,"spread":0.006071780268969207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002754512,0.0002467357,0.0003425472,0.00005128154,0.0001854348,0.0001491501,0.0003635309,0.0001268959,0.00005111638],"category_scores_gemma":[0.00004681132,0.0001195968,0.00006538603,0.000492062,0.0001029498,0.0001753255,0.0001161833,0.0001469774,0.00003365432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004023272,"about_ca_system_score_gemma":0.00001870821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007753552,"about_ca_topic_score_gemma":0.001316947,"domain_scores_codex":[0.9981661,0.000123044,0.000440022,0.0004631929,0.0003563889,0.0004512639],"domain_scores_gemma":[0.9993581,0.00008219683,0.000115072,0.0001191552,0.0001087718,0.000216737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009285555,0.002651491,0.5046195,0.0005816357,0.0002431419,0.0005205586,0.002673271,0.0000329307,0.4457833,0.01563946,0.01375387,0.01257221],"study_design_scores_gemma":[0.003161116,0.0009709271,0.9474664,0.0005059089,0.00005027939,0.0002158527,0.0004983649,0.003730335,0.006247433,0.003006153,0.03264744,0.001499783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960071,0.0003507445,0.000005333571,0.001224836,0.000270667,0.0004472248,0.0009166462,0.00008740342,0.0006900379],"genre_scores_gemma":[0.9990765,0.00002148285,0.00005546454,0.0001941325,0.0001854766,0.00003238544,0.0003449835,0.000003594696,0.00008596781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4428469,"threshold_uncertainty_score":0.4877017,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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 <Actinopterygii>; Aquaculture; Fishery","authors":[{"name":"Peyman Derikvand","is_ca":true},{"name":"Brittany Sauter","is_ca":true},{"name":"Lisa Y. Stein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01328784332948956,"gpt":0.214156511188319,"spread":0.2008686678588294,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003370864,0.0001512418,0.000270359,0.00004177525,0.0003681705,0.00001170387,0.0002070228,0.0006224777,0.00003627511],"category_scores_gemma":[0.00002081787,0.00007945598,0.00004332983,0.0003324079,0.0003127552,0.00001309414,0.0001600829,0.0001370682,0.00001252438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004834512,"about_ca_system_score_gemma":0.0000454347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006039827,"about_ca_topic_score_gemma":0.0004099114,"domain_scores_codex":[0.9987631,0.00003068075,0.0004327157,0.0004508187,0.00003137391,0.000291257],"domain_scores_gemma":[0.9994597,0.00007032594,0.0002017899,0.0001259667,0.0001132512,0.00002892049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004477446,0.0001245441,0.00001229346,0.00001672288,0.00002483068,6.254776e-7,0.00007022688,0.000002102297,0.9353293,0.04042156,0.00004113236,0.02391195],"study_design_scores_gemma":[0.0003096187,0.00008131719,0.00009534132,0.000007423624,0.00001164553,0.0000704635,0.0003367638,0.00006455468,0.9008754,0.000315553,0.09766946,0.0001624477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977959,0.0003239703,0.0002968729,0.0008282617,0.0001517376,0.0003321719,0.00009971605,0.00005674997,0.0001146048],"genre_scores_gemma":[0.990193,0.00003742281,0.008498694,0.0001364025,0.00004115222,0.00004772669,0.0009703398,0.000002037656,0.00007322665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09762833,"threshold_uncertainty_score":0.4801118,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Aquaponics; Lactuca; Hydroponics; Tray; Harvest time; Horticulture; Mathematics; Cultivar; Yield (engineering); Crop; Biology; Agronomy; Fish <Actinopterygii>; Aquaculture; Botany; Fishery","authors":[{"name":"Gaylynn E. Johnson","is_ca":false},{"name":"Karen M. Buzby","is_ca":false},{"name":"Kenneth J. Semmens","is_ca":false},{"name":"Nicole L. Waterland","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06212308206249824,"gpt":0.380763518368858,"spread":0.3186404363063597,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003607445,0.0001189858,0.0003516,0.00007416958,0.0002159475,0.00008201704,0.0006425013,0.00005358289,0.000007622533],"category_scores_gemma":[0.0003076563,0.00003189214,0.0001029856,0.001338883,0.0001860765,0.00098752,0.00004233312,0.0001090307,0.000001762948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000239206,"about_ca_system_score_gemma":0.0000527083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004471351,"about_ca_topic_score_gemma":0.0002165303,"domain_scores_codex":[0.9980312,0.0001536119,0.0008782882,0.0002423051,0.0004038989,0.000290722],"domain_scores_gemma":[0.9976508,0.0002222967,0.0009200458,0.00007324178,0.001043516,0.00009008325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001796695,0.00009979866,0.00442307,0.00001095929,0.000003780686,2.499822e-7,0.0001156335,0.0000883141,0.96608,0.005249949,0.00006412255,0.02384622],"study_design_scores_gemma":[0.0006322448,0.001695655,0.3820612,0.0005702774,0.00002650895,0.0001701842,0.002954343,0.0005646943,0.6086104,0.0006361757,0.001733448,0.0003448782],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970054,0.0001301634,0.0003861374,0.001202988,0.000899318,0.0002566518,0.000005452966,0.00001083216,0.0001030578],"genre_scores_gemma":[0.9936324,0.000006459675,0.005895077,0.000008809266,0.000379846,0.000006768979,0.000001488344,7.115312e-7,0.00006844451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3776381,"threshold_uncertainty_score":0.1660916,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"","keywords":"Aquaponics; Factory (object-oriented programming); Engineering; Environmental science; Computer science","authors":[{"name":"Pablo Martı́nez","is_ca":true},{"name":"Rafiq Ahmad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03164255460655404,"gpt":0.2654280434843164,"spread":0.2337854888777624,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002031997,0.00008535066,0.0001215266,0.00002223148,0.001467596,0.00004601402,0.0002732927,0.00008391421,0.0003964091],"category_scores_gemma":[0.00003816957,0.00003857238,0.00005606882,0.0003578541,0.0001706171,0.00009521162,0.0000974608,0.001272842,0.00001240506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480224,"about_ca_system_score_gemma":0.0007272885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527392,"about_ca_topic_score_gemma":0.02794237,"domain_scores_codex":[0.9982508,0.0003081005,0.0001684866,0.0002072018,0.0003103394,0.0007550716],"domain_scores_gemma":[0.9991731,0.000378491,0.000105328,0.00007248371,0.0002128258,0.00005776227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000166214,0.0003317643,0.006328676,0.00001601601,0.0001967962,0.000003242701,0.007305152,0.0002655902,0.1718711,0.7916687,0.00032734,0.02151948],"study_design_scores_gemma":[0.001582168,0.00216313,0.08920048,0.0001024019,0.0001159341,0.00131799,0.2743516,0.001396686,0.002691416,0.464514,0.1614905,0.001073658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918957,0.001501085,0.00001864609,0.003725813,0.00006297239,0.00007713021,0.000003979107,0.000004747813,0.00270991],"genre_scores_gemma":[0.9914733,0.001459987,0.00001129019,0.00001459478,0.0001300637,6.637526e-7,0.00004712124,0.000001666394,0.006861279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3271546,"threshold_uncertainty_score":0.9998323,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Yun Kong","is_ca":true},{"name":"Youbin Zheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01128497506879487,"gpt":0.2173874330555322,"spread":0.2061024579867373,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001445732,0.0001073585,0.0001741886,0.0000593138,0.0002307455,0.00004643028,0.0002969924,0.0000703334,0.00004495162],"category_scores_gemma":[0.0002144222,0.00005069714,0.00003892469,0.001393043,0.0001255756,0.0002128068,0.00007355068,0.0001196404,0.00003483866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007539677,"about_ca_system_score_gemma":0.000032642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007042605,"about_ca_topic_score_gemma":0.0006920124,"domain_scores_codex":[0.9984466,0.00007655996,0.0003739196,0.0003836919,0.0003854496,0.0003338039],"domain_scores_gemma":[0.9994709,0.00005178633,0.0001861386,0.0001249171,0.0001244779,0.0000417766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001458452,0.0002002071,0.007095887,0.0000226752,0.0000027491,0.000001574396,0.0001568176,0.000231118,0.9350981,0.04304026,0.000182009,0.01395398],"study_design_scores_gemma":[0.001191509,0.005467273,0.1560086,0.0009941142,0.00005001137,0.0003203555,0.001581193,0.08700088,0.4986807,0.04887701,0.1975518,0.002276656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914782,0.0001352914,0.0000911856,0.0006867361,0.0005501159,0.0002365181,0.000001302717,0.00003080563,0.006789852],"genre_scores_gemma":[0.9989482,0.00003100726,0.0001718113,0.00003070277,0.000121788,0.00001802006,0.000009103978,9.383526e-7,0.0006684468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4364175,"threshold_uncertainty_score":0.206737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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 <Actinopterygii>; Veterinary medicine; Animal science; Food science; 16S ribosomal RNA; Microbiology; Fishery","authors":[{"name":"Chanagun Chitmanat","is_ca":false},{"name":"Tipsukhon Pimpimol","is_ca":false},{"name":"Prachuab Chaibu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03073879705190505,"gpt":0.2237266118300182,"spread":0.1929878147781132,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001961483,0.0001233303,0.0002737478,0.00006858096,0.0001149097,0.0001605002,0.0004046012,0.00007397126,0.00001353563],"category_scores_gemma":[0.0001175391,0.00004170621,0.00005073431,0.001372702,0.0002149911,0.000728545,0.00008875583,0.0001422012,0.000002954428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937725,"about_ca_system_score_gemma":0.00009277185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001470104,"about_ca_topic_score_gemma":0.0006966966,"domain_scores_codex":[0.9982406,0.00009614237,0.0007139131,0.0001833633,0.0005165516,0.0002494321],"domain_scores_gemma":[0.9982871,0.00005837293,0.0006116378,0.00005279418,0.0008231467,0.0001669621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000160093,0.00001409565,0.007761162,0.0000160888,0.000004934184,0.00000408712,0.0003865068,0.00001830223,0.9897894,0.001411903,0.0001941833,0.0003832776],"study_design_scores_gemma":[0.0003893042,0.0005078607,0.9812458,0.0002852102,0.00001309119,0.0004112867,0.002581072,0.0002000496,0.0128481,0.0003422814,0.000972905,0.0002030044],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998494,0.0001037118,0.00000113581,0.0005449691,0.0005266331,0.0001229109,0.00001450377,0.000007375616,0.0001847944],"genre_scores_gemma":[0.9992767,0.00001252722,0.0004497476,0.00003254899,0.0001871031,0.000002004234,0.000006622707,6.643959e-7,0.00003210911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9769413,"threshold_uncertainty_score":0.170073,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Rabiya Abbasi","is_ca":true},{"name":"Pablo Martı́nez","is_ca":false},{"name":"Rafiq Ahmad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01309572371432317,"gpt":0.2482444764873458,"spread":0.2351487527730227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007251631,0.0001489377,0.0002692968,0.00009310772,0.00008373883,0.00007000655,0.0002771094,0.0002081452,0.00001765262],"category_scores_gemma":[0.00006415516,0.00005983547,0.00006753402,0.003711374,0.00002703838,0.0001213929,0.00005704891,0.0001668529,0.0000995854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008632723,"about_ca_system_score_gemma":0.00001134408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001408448,"about_ca_topic_score_gemma":0.001698351,"domain_scores_codex":[0.9982692,0.0001075463,0.0007151535,0.0003069296,0.0002867935,0.0003143874],"domain_scores_gemma":[0.9994105,0.0001074976,0.0002504284,0.00007604992,0.0001242371,0.00003127372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000009593989,0.0001500865,0.007687322,0.00005787003,0.00001257732,0.00001332521,0.0002786444,0.00107995,0.9755157,0.01117672,0.003374843,0.0006433153],"study_design_scores_gemma":[0.0004298675,0.0001359442,0.9418234,0.0002689017,0.00001107735,0.00001361606,0.002281773,0.03890096,0.01088985,0.0005037287,0.004298174,0.00044277],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977621,0.0002180156,0.000001153545,0.0005923061,0.0003566306,0.000404232,0.00004456351,0.000218951,0.0004020334],"genre_scores_gemma":[0.9989769,0.00008030017,0.000003477643,0.00002108089,0.0001088368,0.00008323002,0.0003319876,0.000001561529,0.0003925916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9646259,"threshold_uncertainty_score":0.244002,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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 <Actinopterygii>; Ecology","authors":[{"name":"Ndeye Aîda Ndiaye","is_ca":false},{"name":"Halima Maiguizo-Diagne","is_ca":false},{"name":"Hamet Diaw Diadhiou","is_ca":false},{"name":"Waly Ndianco Ndiaye","is_ca":true},{"name":"Fulgence Diedhiou","is_ca":false},{"name":"Laurent Cournac","is_ca":false},{"name":"Mohamed Gaye","is_ca":false},{"name":"Saliou Fall","is_ca":false},{"name":"Patrice Brehmer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01457762849385445,"gpt":0.2441969041316381,"spread":0.2296192756377837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001349452,0.0002445285,0.0006420861,0.00004817143,0.00006561313,0.00003254622,0.0005896566,0.0003104003,0.000105356],"category_scores_gemma":[0.00009897498,0.00007785278,0.000193233,0.001310872,0.00006480434,0.0001103667,0.0001064438,0.0003707182,0.000006919392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003193101,"about_ca_system_score_gemma":0.00001489275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004458688,"about_ca_topic_score_gemma":0.0009040147,"domain_scores_codex":[0.9976602,0.0003939285,0.0009148927,0.0003703999,0.0003558237,0.0003047733],"domain_scores_gemma":[0.9991949,0.0000920681,0.0003832852,0.0001761029,0.0001222115,0.00003144737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008521593,0.001082785,0.009223578,0.001133654,0.00009729277,0.00001585152,0.01390672,0.00006590992,0.6537424,0.2912032,0.0009120515,0.02853138],"study_design_scores_gemma":[0.002964882,0.002765364,0.03757811,0.009130772,0.0003877568,0.0002647574,0.03185088,0.006168931,0.04974979,0.03477075,0.8207961,0.003571915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774321,0.01974726,0.00003160378,0.0006579313,0.000176088,0.0006492925,0.00004291108,0.00001232434,0.001250505],"genre_scores_gemma":[0.994002,0.004808978,0.0006725915,0.0002385102,0.00008387714,0.00003256863,0.000043171,0.000002386767,0.0001159314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8198841,"threshold_uncertainty_score":0.3174744,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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 <Actinopterygii>","authors":[{"name":"Abraham Reyes-Yanes","is_ca":true},{"name":"Sofia Gelio","is_ca":true},{"name":"Pablo Martı́nez","is_ca":true},{"name":"Rafiq Ahmad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008924678206146881,"gpt":0.2218869529799995,"spread":0.2129622747738526,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003198601,0.0001043727,0.0001795876,0.00005090304,0.00007954102,0.0001144177,0.0001502866,0.00007249234,0.00001052047],"category_scores_gemma":[0.0001707981,0.00005878162,0.00009531898,0.0002679224,0.00001275593,0.00009000069,0.00003314483,0.0002470172,4.75895e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208642,"about_ca_system_score_gemma":0.00009275506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006827308,"about_ca_topic_score_gemma":0.00001870388,"domain_scores_codex":[0.9989573,0.00001676529,0.0003876654,0.0001445904,0.0002583719,0.000235273],"domain_scores_gemma":[0.9988173,0.000204159,0.0001741504,0.00003527065,0.0007071457,0.00006195779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006481129,0.00006504016,0.00008913436,0.0000102352,0.0001785998,0.0000351233,0.00002003141,0.00128373,0.7087476,0.1389991,0.00016394,0.1503427],"study_design_scores_gemma":[0.001228022,0.0006339225,0.0003033993,0.0001650699,0.00007375574,0.00329812,0.00007809509,0.7926727,0.08435223,0.008349899,0.1083215,0.0005233531],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970982,0.002366268,0.02434224,0.001326884,0.0008093034,0.0000750982,0.00002472025,0.00001751449,0.00005597902],"genre_scores_gemma":[0.9920115,0.0006316112,0.00653199,0.00009690838,0.0006488535,0.000001425736,0.00003858459,0.00000298717,0.0000361448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7913889,"threshold_uncertainty_score":0.2397045,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Peyman Derikvand","is_ca":true},{"name":"Brittany Sauter","is_ca":true},{"name":"B. A. Keddie","is_ca":true},{"name":"Lisa Y. Stein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01395048543116178,"gpt":0.234462051569659,"spread":0.2205115661384972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001106021,0.0001289417,0.0001577502,0.00005067799,0.0003803468,0.0004192739,0.0002396161,0.00009723963,0.000002192527],"category_scores_gemma":[0.00006021198,0.00005748886,0.00002250473,0.0007288188,0.0001634005,0.000146321,0.0001411518,0.0003744976,0.00001092253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001274521,"about_ca_system_score_gemma":0.00001641175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001853385,"about_ca_topic_score_gemma":0.003327572,"domain_scores_codex":[0.9988874,0.0001762947,0.000216324,0.000285767,0.0001751952,0.0002590838],"domain_scores_gemma":[0.9993788,0.0004068401,0.00004140162,0.00008912016,0.00003155205,0.00005230216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005252296,0.0002233274,0.006121481,0.0005493189,0.00002098621,0.0001880084,0.001466917,0.0000978324,0.3173255,0.4925182,0.000679381,0.1807565],"study_design_scores_gemma":[0.0009829354,0.002619028,0.0497893,0.003497605,0.00004261157,0.001413452,0.006308504,0.8122839,0.009190154,0.0114797,0.1002901,0.002102628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942838,0.00164375,0.00001238754,0.0007673903,0.0007526898,0.0002290899,0.00002444914,0.00004969823,0.002236761],"genre_scores_gemma":[0.9993865,0.00009701655,0.00004099468,0.0001014555,0.00008829046,0.00000963904,0.00001230915,0.000001316253,0.0002624238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8121861,"threshold_uncertainty_score":0.4043068,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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 <Actinopterygii>; Fishery; Agronomy; Ecology","authors":[{"name":"Somsak Maneepong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008435666426995976,"gpt":0.211858086714025,"spread":0.203422420287029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015508,0.0001171889,0.0002937262,0.00007067417,0.0001057535,0.00009058929,0.0007526007,0.00006882859,0.00003790885],"category_scores_gemma":[0.00003328842,0.00003645811,0.00009469673,0.001613179,0.0001058011,0.0004911001,0.00006349193,0.0001903348,0.00001805778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002728376,"about_ca_system_score_gemma":0.00005637108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000242065,"about_ca_topic_score_gemma":0.000611076,"domain_scores_codex":[0.9980945,0.00005932397,0.0006789257,0.0001913285,0.000695984,0.0002799356],"domain_scores_gemma":[0.998568,0.0000639578,0.000679531,0.00007675149,0.000516752,0.00009499826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000598468,0.0003056427,0.02838487,0.00004765862,0.00001594852,0.00001164329,0.001073084,0.001043627,0.9220949,0.04300984,0.00003368316,0.003919224],"study_design_scores_gemma":[0.001502025,0.003363173,0.8870307,0.001013626,0.00003474265,0.0009736103,0.07660844,0.01423088,0.01230171,0.001106379,0.0009986581,0.0008360391],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976335,0.00007983096,0.000002887347,0.0002146241,0.0004771793,0.0001694346,0.00001629682,0.000008052172,0.001398185],"genre_scores_gemma":[0.9996023,0.000007320915,0.0001100711,0.00001142945,0.0001132647,0.000001040512,0.00000572323,6.250229e-7,0.0001482021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9097932,"threshold_uncertainty_score":0.1486719,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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 <Actinopterygii>; Biotechnology; Zoology","authors":[{"name":"Sumonrat Chairat","is_ca":false},{"name":"H.-Y Cheng","is_ca":false},{"name":"Phatchaploy Vongmahadlek","is_ca":false},{"name":"Shabbir H. Gheewala","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01119923514198739,"gpt":0.2596464742159362,"spread":0.2484472390739488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000469349,0.0002017471,0.0003255315,0.00003717019,0.0003144597,0.00008333917,0.0002176296,0.0002312725,0.00009235499],"category_scores_gemma":[0.00009033917,0.00008512974,0.000100251,0.0007203062,0.00009975996,0.0001545888,0.00007622145,0.000242729,0.000009862168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005724972,"about_ca_system_score_gemma":0.00006097869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002718964,"about_ca_topic_score_gemma":0.0001769463,"domain_scores_codex":[0.9984185,0.0001095525,0.0005110432,0.0004090446,0.0003161149,0.0002357474],"domain_scores_gemma":[0.999148,0.00005723538,0.0002614066,0.0001167914,0.0003330454,0.00008352815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004507886,0.0004801779,0.009116525,0.0003424514,0.0003415335,0.000003259785,0.0002497212,0.0005246428,0.5060986,0.4523266,0.0247707,0.005700709],"study_design_scores_gemma":[0.002079242,0.0008870909,0.1905123,0.001358695,0.0003977725,0.000135905,0.005417739,0.04168914,0.007012117,0.0157579,0.7329009,0.001851273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798546,0.00247273,0.0001735588,0.006016789,0.00129111,0.0008357424,0.00009579774,0.0001013468,0.009158324],"genre_scores_gemma":[0.9951575,0.0001035809,0.0001329378,0.0002261342,0.000211054,0.00004890927,0.0002095486,0.000001669976,0.003908669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7081301,"threshold_uncertainty_score":0.347149,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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 <Actinopterygii>; Fishery","authors":[{"name":"Gaylynn E. Johnson","is_ca":false},{"name":"Karen M. Buzby","is_ca":false},{"name":"Kenneth J. Semmens","is_ca":false},{"name":"Nicole L. Waterland","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01801506181961361,"gpt":0.2344077131223469,"spread":0.2163926513027333,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001611565,0.0001638775,0.0002730139,0.00006203516,0.0003136112,0.0001581935,0.0006516966,0.00007937331,0.00004967682],"category_scores_gemma":[0.0002815599,0.00004312715,0.0001104684,0.002067257,0.0002108025,0.001338233,0.00007683213,0.0001949673,0.00004829233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006275459,"about_ca_system_score_gemma":0.00008371331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008716556,"about_ca_topic_score_gemma":0.000219604,"domain_scores_codex":[0.9976288,0.0000938326,0.0007175642,0.0003147703,0.0008135349,0.0004314704],"domain_scores_gemma":[0.9984992,0.0001168467,0.0005740183,0.00008474376,0.0006302532,0.00009491363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002536054,0.00008388334,0.00175861,0.00001018997,0.000008390759,0.000008779754,0.0002540582,0.00006199273,0.9813445,0.006272088,0.001003653,0.009168531],"study_design_scores_gemma":[0.001143439,0.001240026,0.8949749,0.001751982,0.00003506756,0.001805378,0.006998634,0.0001027713,0.06864771,0.001609155,0.02071752,0.0009734209],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916559,0.0001190642,0.00002461641,0.005125967,0.001269907,0.0001863054,0.000005422173,0.0000229368,0.001589826],"genre_scores_gemma":[0.9981754,0.00004506819,0.000539775,0.00003401482,0.0007577525,0.000004537152,0.000001096126,9.763511e-7,0.0004413984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9126968,"threshold_uncertainty_score":0.2412076,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Mohammed Taha Haraz","is_ca":false},{"name":"Les Bowtell","is_ca":false},{"name":"Raed A. Al-Juboori","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01524639943465824,"gpt":0.2113411621446754,"spread":0.1960947627100171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006015674,0.000117414,0.0002306847,0.00003583845,0.000212186,0.00007474614,0.0004046947,0.00005819075,0.00001412286],"category_scores_gemma":[0.000571357,0.00003775357,0.00008959064,0.001374331,0.0001710653,0.0003388605,0.00007393166,0.0001857813,0.00000694219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004469146,"about_ca_system_score_gemma":0.00002480274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001467047,"about_ca_topic_score_gemma":0.000003574488,"domain_scores_codex":[0.9983791,0.00005258131,0.0004559179,0.0001990657,0.0007105058,0.0002028383],"domain_scores_gemma":[0.9984452,0.0001598825,0.0005564494,0.00003398325,0.0006031757,0.0002013436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003343554,0.00004679339,0.0007501887,0.00002080096,0.000007572774,0.000004933395,0.000212455,0.000008159739,0.9900849,0.004980532,0.0004042364,0.003445927],"study_design_scores_gemma":[0.0009230025,0.004240241,0.4691013,0.0004859086,0.000060243,0.0001625276,0.001132325,0.0003668967,0.5197546,0.001688133,0.001620461,0.000464337],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956813,0.0002293233,0.000004292683,0.00342011,0.0003249976,0.00011728,0.000008127328,0.000008551011,0.0002059493],"genre_scores_gemma":[0.9991758,0.0001520559,0.0001323265,0.0001964633,0.0003300336,8.432757e-7,0.000003376505,5.84302e-7,0.000008469736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4703304,"threshold_uncertainty_score":0.1631985,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Adesina Akinmeji","is_ca":false},{"name":"Sanjay Misra","is_ca":false},{"name":"Akshat Agrawal","is_ca":false},{"name":"Adewole Adewumi","is_ca":true},{"name":"Rytis Maskeliūnas","is_ca":false},{"name":"Robertas Damaševičius","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05280742520501757,"gpt":0.2931407187962101,"spread":0.2403332935911925,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009149978,0.0004029677,0.0007040906,0.00006191754,0.0003037797,0.0001890361,0.0002537024,0.0003285963,0.00002097228],"category_scores_gemma":[0.00005891319,0.0002080379,0.000157238,0.0001377104,0.0000723835,0.00007412667,0.0001413436,0.000354626,0.000007995285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001874016,"about_ca_system_score_gemma":0.00002871209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006635917,"about_ca_topic_score_gemma":0.0002938543,"domain_scores_codex":[0.9977318,0.00007972677,0.0008427859,0.0007018931,0.0002402328,0.0004035307],"domain_scores_gemma":[0.9978539,0.001182877,0.0005055484,0.0001231225,0.0002680211,0.00006657934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003298125,0.00003694388,0.00003218431,0.0002583635,0.00006925548,0.00001953909,0.0001585311,0.006289312,0.0001834488,0.5620185,0.00006202379,0.4308389],"study_design_scores_gemma":[0.0001678309,0.0003231716,0.00000504004,0.001866948,0.00002862237,0.00005926518,0.0004257389,0.06338738,0.00009098359,0.009541329,0.9235033,0.0006003324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.005254278,0.4023988,0.2911761,0.0003957633,0.0136351,0.03362349,0.0005797483,0.0004522873,0.2524844],"genre_scores_gemma":[0.8144245,0.02550417,0.005025742,0.0004664605,0.004898695,0.002278917,0.0009418458,0.00007306178,0.1463866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9234414,"threshold_uncertainty_score":0.8483538,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Agriculture; Environmental resource management; Environmental planning; Geography; Natural resource economics; Business; Environmental science; Economics","authors":[{"name":"Thomas Graham","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02368483232935964,"gpt":0.2238808196423516,"spread":0.200195987312992,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006115778,0.0003809238,0.0006287046,0.00001936792,0.0007878474,0.0003319434,0.0001954222,0.0005496785,0.0000751063],"category_scores_gemma":[0.00008195845,0.0001094601,0.0002387293,0.00002517182,0.0005342572,0.00004914276,0.0001744742,0.0003548347,0.000006294742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002942608,"about_ca_system_score_gemma":0.00001498156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.216409e-7,"about_ca_topic_score_gemma":0.00005838711,"domain_scores_codex":[0.9982862,0.00004513979,0.0006472263,0.0005429164,0.000204414,0.0002741255],"domain_scores_gemma":[0.9985704,0.000690964,0.0003731039,0.0001246601,0.0001641825,0.00007670369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001212353,0.0001071204,0.00003000716,0.0001451518,0.0008159229,0.000008165791,0.0004221281,0.000003353536,0.07888309,0.6245515,0.002360687,0.2925516],"study_design_scores_gemma":[0.0010975,0.001331466,0.0002876926,0.0002931039,0.0003275462,0.0000954911,0.0008003776,0.0003279643,0.0001820083,0.2027312,0.7916655,0.0008601255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1337221,0.04537894,0.000003130144,0.004483124,0.0005735106,0.01013829,0.001278826,0.0002630913,0.804159],"genre_scores_gemma":[0.6000042,0.002687317,0.0003578762,0.0001079114,0.0004474247,0.0004710161,0.0001865874,0.000009111452,0.3957286],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7893048,"threshold_uncertainty_score":0.6059565,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Horticulture; Shading; Cultivar; Mathematics; Biology","authors":[{"name":"Elina Virtanen","is_ca":false},{"name":"Jussi Tuomisto","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0066517101200191,"gpt":0.2172153148028427,"spread":0.2105636046828236,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008617142,0.0001158102,0.0001823146,0.00006350335,0.0002366404,0.00003929938,0.0003954819,0.0000585261,0.000009489931],"category_scores_gemma":[0.0005695952,0.00002733623,0.00007264749,0.001436877,0.0003081871,0.0003998032,0.00006531071,0.0001544299,0.00000130279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000133443,"about_ca_system_score_gemma":0.00004627866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004343303,"about_ca_topic_score_gemma":0.00008014536,"domain_scores_codex":[0.9985671,0.00008991668,0.0004142888,0.0002187774,0.0004957556,0.0002141645],"domain_scores_gemma":[0.9988676,0.0001798605,0.0004263426,0.00007303927,0.0003974021,0.00005572191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000008084823,0.0000657991,0.0067755,0.000009516811,0.000004733127,0.000001178757,0.0000729309,0.000004847805,0.9907115,0.001620182,0.000196347,0.000529342],"study_design_scores_gemma":[0.000124793,0.0002529449,0.5792091,0.0003183194,0.000007525149,0.00009062946,0.00008886509,0.00000132764,0.4191442,0.0005669607,0.0001133078,0.00008193699],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940016,0.00004568607,5.946591e-7,0.004809551,0.000501979,0.0003879017,0.000004580504,0.000005519294,0.0002426041],"genre_scores_gemma":[0.9996072,0.00003185247,0.00003507785,0.00003906159,0.0001396478,0.00001160766,4.185953e-7,6.594424e-7,0.0001344507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5724337,"threshold_uncertainty_score":0.182007,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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 <Actinopterygii>; Ecology","authors":[{"name":"Hamid Khoda Bakhsh","is_ca":true},{"name":"T. Chopin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03112521003614796,"gpt":0.2566567926564843,"spread":0.2255315826203364,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00202655,0.0001487483,0.0002741874,0.00004358747,0.0001954893,0.00008860602,0.0003667095,0.0001055557,0.00003295938],"category_scores_gemma":[0.0004203639,0.00004338528,0.0001246558,0.000218427,0.000192615,0.0002112973,0.0001333553,0.0004182276,8.889794e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007269333,"about_ca_system_score_gemma":0.00001813137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007357798,"about_ca_topic_score_gemma":0.001106765,"domain_scores_codex":[0.997842,0.0003812455,0.0008870241,0.0002041138,0.0005090435,0.0001766033],"domain_scores_gemma":[0.9984173,0.000169885,0.0007980593,0.00008664755,0.0004959777,0.00003214482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006043775,0.0003594273,0.154751,0.0000597608,0.0003870347,0.00002018268,0.02397895,0.0003296291,0.7415076,0.06604221,0.0002746508,0.0116851],"study_design_scores_gemma":[0.004380163,0.0002991864,0.7696916,0.001552821,0.0001254059,0.001784551,0.006862228,0.002184551,0.09734301,0.1056942,0.009265587,0.0008167451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992119,0.0002697312,0.00001159888,0.005939524,0.0008177276,0.0002360443,0.000009752369,0.000006243732,0.0005903412],"genre_scores_gemma":[0.9991362,0.00004064706,0.0002404483,0.0001455707,0.0003445964,0.000004506759,0.000007697634,0.000002506829,0.00007783829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6441646,"threshold_uncertainty_score":0.1817014,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Yun Kong","is_ca":true},{"name":"Youbin Zheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0675316864923352,"gpt":0.2634401101773024,"spread":0.1959084236849672,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001501124,0.0001893689,0.000226342,0.00002345439,0.0006212075,0.0001863433,0.000626768,0.0001067145,0.0001294582],"category_scores_gemma":[0.0002663233,0.0000791069,0.00007085172,0.0009736709,0.0002354541,0.0001827117,0.0002685851,0.0001715796,0.00008807242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953505,"about_ca_system_score_gemma":0.0001355289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013136,"about_ca_topic_score_gemma":0.00328986,"domain_scores_codex":[0.9976782,0.0001045727,0.0004035491,0.0006154364,0.0006736928,0.000524523],"domain_scores_gemma":[0.9989318,0.00007516666,0.0001613256,0.0002159894,0.0003530483,0.000262637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002395004,0.0007993788,0.03707515,0.00002753225,0.00004330689,0.00009798112,0.001963258,0.0008843571,0.8406108,0.05694899,0.04124863,0.02006113],"study_design_scores_gemma":[0.00132762,0.002404901,0.02774241,0.0001267184,0.00005544076,0.0004155741,0.001414746,0.07154146,0.08878983,0.02145984,0.7815498,0.003171704],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863712,0.0000913618,0.00001140122,0.005172789,0.0006451281,0.000284077,0.00005238482,0.0001126413,0.007258995],"genre_scores_gemma":[0.9964949,0.00001265803,0.0001961115,0.0008009737,0.0001946414,0.00002690965,0.00006816186,0.000001846859,0.002203786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.751821,"threshold_uncertainty_score":0.4777889,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Hydroponics; Cucurbita pepo; Cultivar; Horticulture; Yield (engineering); Tray; Mathematics; Agronomy; Biology; Botany; Physics","authors":[{"name":"Lungile T. Shongwe","is_ca":false},{"name":"Michael T. Masarirambi","is_ca":false},{"name":"T. O. Oseni","is_ca":false},{"name":"Paul K. Wahome","is_ca":false},{"name":"Kwanele A. Nxumalo","is_ca":false},{"name":"Phumlani I. Gule","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04266896082549945,"gpt":0.2693071639978166,"spread":0.2266382031723172,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001068944,0.000115834,0.0005986953,0.00004314846,0.00008244324,0.00001429189,0.0001605671,0.0000679396,0.00000386127],"category_scores_gemma":[0.000317213,0.00004229982,0.00009266393,0.0001614044,0.00006020227,0.00006477389,0.00005854035,0.0001580761,0.000002448894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002235257,"about_ca_system_score_gemma":0.00001352427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001080342,"about_ca_topic_score_gemma":0.00004787271,"domain_scores_codex":[0.9985,0.00009184793,0.0008113325,0.0001088382,0.0003616594,0.000126262],"domain_scores_gemma":[0.9970446,0.001499825,0.001046804,0.00004755975,0.0003311791,0.00003007195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005166888,0.0006324236,0.05140622,0.003014033,0.001137214,0.00002412,0.00205624,0.000103948,0.8516934,0.08660967,0.002024192,0.000781836],"study_design_scores_gemma":[0.008155054,0.03158179,0.5342289,0.02380536,0.0008488953,0.0008125739,0.03348054,0.001466928,0.3158345,0.01086538,0.03568402,0.003236035],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994242,0.004267068,0.000001349079,0.0001760491,0.0006987219,0.0001620407,0.00003698647,0.00000379122,0.0004120604],"genre_scores_gemma":[0.9989614,0.000779023,0.000017035,0.00002357342,0.0001203447,0.00000139447,0.000002059755,9.053099e-7,0.00009421856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5358589,"threshold_uncertainty_score":0.1724937,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Lactuca; photoperiodism; Hydroponics; Shoot; Horticulture; Light intensity; Transpiration; Dry weight; Seedling; Potassium; Botany; Nutrient; Chemistry; Photosynthesis; Biology","authors":[{"name":"Nur Ainun","is_ca":false},{"name":"Somsak Maneepong","is_ca":false},{"name":"Potjamarn Suraninpong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00932053686283657,"gpt":0.216444866543329,"spread":0.2071243296804924,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008327904,0.0001199341,0.0002132337,0.00003380171,0.0003218327,0.00007314545,0.0003480575,0.00006134657,0.000009204897],"category_scores_gemma":[0.0002911054,0.00003387727,0.00004925574,0.001010835,0.0006093546,0.0002655227,0.00006147113,0.0001346499,8.165403e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003292043,"about_ca_system_score_gemma":0.0000245538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001182397,"about_ca_topic_score_gemma":0.00001277419,"domain_scores_codex":[0.9986035,0.00006595176,0.0004594412,0.0001639348,0.0005158689,0.0001913395],"domain_scores_gemma":[0.9983504,0.0002550578,0.0006593384,0.00004241755,0.0006159428,0.00007681395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001599718,0.00005382234,0.0004446775,0.00001519867,0.000006510341,4.932825e-7,0.0001639917,9.862846e-7,0.9951249,0.002861877,0.0004821336,0.0008294249],"study_design_scores_gemma":[0.0002320699,0.001350309,0.3302999,0.00008741249,0.00002446485,0.00005416265,0.0004193097,0.0001383105,0.6664844,0.000224419,0.0005539051,0.0001313523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973556,0.0002490088,0.000003390124,0.001710869,0.0002149678,0.0001690638,0.00001044115,0.000004251147,0.0002824389],"genre_scores_gemma":[0.999599,0.00006345776,0.00006705051,0.00008851322,0.0001398322,0.000001489428,0.000001465773,6.489267e-7,0.00003848723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3298552,"threshold_uncertainty_score":0.247531,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Hydroponics; Coir; Nutrient; Horticulture; Crop yield; Crop; Cutting; Yield (engineering); Agronomy; Substrate (aquarium); Chemistry; Biology; Materials science","authors":[{"name":"Obafemi Olutola Olubanjo","is_ca":false},{"name":"Oluwafemi D. Adaramola","is_ca":false},{"name":"Adebolu E. Alade","is_ca":false},{"name":"Chukwudi J. Azubuike","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0314587415188796,"gpt":0.2975802651980909,"spread":0.2661215236792113,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004969373,0.0001509404,0.0002459458,0.0001566993,0.001252047,0.00006441068,0.000671259,0.000113608,0.0005086699],"category_scores_gemma":[0.0001009452,0.00006452126,0.00006256089,0.004489073,0.00006725446,0.0001861555,0.0008049933,0.0008760838,0.00001054913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008379088,"about_ca_system_score_gemma":0.0002020275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152892,"about_ca_topic_score_gemma":0.0006536884,"domain_scores_codex":[0.9966673,0.000452149,0.000533766,0.0003995387,0.001061382,0.0008858676],"domain_scores_gemma":[0.9989786,0.0001624092,0.0001043322,0.0001204269,0.0005685808,0.00006567862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006858046,0.0007099796,0.001378507,0.0001927076,0.00003683038,0.0001678561,0.001997082,0.001159574,0.8802195,0.09805433,0.005617235,0.01039784],"study_design_scores_gemma":[0.0002962961,0.0003162559,0.001914522,0.00005645699,0.000003394532,0.00004395753,0.04481867,0.0006002791,0.02881583,0.004877052,0.9178481,0.0004091728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832489,0.0004522056,0.00001936033,0.0009617528,0.00008048558,0.001349375,0.00001250469,0.00004731569,0.01382805],"genre_scores_gemma":[0.9927105,0.00001287334,0.0008151375,0.00002494617,0.00008331893,0.000919927,0.0001055671,0.000002374302,0.005325352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9122309,"threshold_uncertainty_score":0.9629861,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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 <Actinopterygii>; Fishery","authors":[{"name":"Zied Khiari","is_ca":true},{"name":"Soba Kaluthota","is_ca":true},{"name":"Nick Savidov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01208912565792667,"gpt":0.1981516491802326,"spread":0.1860625235223059,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000248396,0.0001164855,0.0001834654,0.00001543328,0.0001090102,0.00003280176,0.0003050402,0.000100906,0.00002148334],"category_scores_gemma":[0.0001701402,0.00004673497,0.0001191384,0.0004708407,0.00003872012,0.00005536307,0.00003905978,0.0002990413,0.00000374056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003568958,"about_ca_system_score_gemma":0.00001582673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001214895,"about_ca_topic_score_gemma":3.873177e-7,"domain_scores_codex":[0.9989386,0.0000239926,0.0004901309,0.0001281611,0.000237679,0.0001814058],"domain_scores_gemma":[0.9993697,0.0000701936,0.0002663249,0.0000600601,0.0001578792,0.00007579245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002697356,0.00002646006,0.00014269,0.00001893325,0.0000243192,0.000001092118,0.0001000437,0.001843454,0.9966953,0.0007338809,0.0001820789,0.0002047877],"study_design_scores_gemma":[0.0002586361,0.0001578121,0.003791086,0.0001349363,0.0000287179,0.0001152224,0.0002287832,0.0157481,0.9784175,0.0001109942,0.0008122743,0.0001959641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976876,0.0008147721,0.0003133115,0.0009099181,0.0001160966,0.00009588396,0.00001617728,0.00002021741,0.00002600509],"genre_scores_gemma":[0.9993209,0.0001244962,0.0002272602,0.00002475611,0.0002689632,0.000003772962,0.00001905018,0.000002106458,0.000008755055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01827782,"threshold_uncertainty_score":0.1905797,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Divya Rathor","is_ca":true},{"name":"Sandhya Verma","is_ca":true},{"name":"Hitesh Solanki","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1301531513276659,"gpt":0.4321099032949789,"spread":0.301956751967313,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003579349,0.0003750231,0.001330315,0.000374632,0.0001783342,0.0001503627,0.0007952849,0.0002143938,0.0002188876],"category_scores_gemma":[0.0005290237,0.0001447333,0.0003774849,0.0004261993,0.0001128948,0.00007375595,0.0001883601,0.001174903,0.00004901798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006368192,"about_ca_system_score_gemma":0.0002535011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001169728,"about_ca_topic_score_gemma":0.00001034487,"domain_scores_codex":[0.9945359,0.001208874,0.001324998,0.0004106741,0.00216574,0.0003538441],"domain_scores_gemma":[0.9954963,0.00250208,0.001044383,0.0001277285,0.0006869555,0.000142529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001555224,0.0003801914,0.00002372363,0.003113474,0.0009131826,0.0001498085,0.00002706345,0.000006483478,0.0001071922,0.002106749,0.007870087,0.9851465],"study_design_scores_gemma":[0.0003360457,0.002117837,0.0002219799,0.1355282,0.00007556853,0.0002233941,0.00002684523,0.000005931648,0.0006524783,0.0001175217,0.8603753,0.0003188463],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03542505,0.960331,0.000005527192,0.001323114,0.001249043,0.0009042374,0.0001179397,0.0000093199,0.0006348199],"genre_scores_gemma":[0.01596929,0.9827176,0.00003058295,0.0002409064,0.0002934489,0.00005836655,0.0003573973,0.000006605574,0.0003257635],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9848277,"threshold_uncertainty_score":0.5902052,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Valtcho D. Zheljazkov","is_ca":true},{"name":"Thomas Horgan","is_ca":true},{"name":"Tess Astatkie","is_ca":true},{"name":"Dolores Fratesi","is_ca":true},{"name":"Charles C. Mischke","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04549124121878198,"gpt":0.2442784794832492,"spread":0.1987872382644672,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004954068,0.0001123174,0.0001178801,0.0000225936,0.0004536205,0.00006563216,0.0002518561,0.00003873299,0.00004157114],"category_scores_gemma":[0.00001685371,0.00003816287,0.00003745089,0.0001968138,0.0001002449,0.00008149878,0.00009212639,0.00006488879,0.00002713614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000175842,"about_ca_system_score_gemma":0.000006715394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001397521,"about_ca_topic_score_gemma":0.00005828481,"domain_scores_codex":[0.998913,0.00002584634,0.0001877438,0.0003654925,0.0002090449,0.0002988435],"domain_scores_gemma":[0.9996971,0.0000440293,0.00004775558,0.00008570935,0.0000588372,0.00006653369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003886532,0.003291887,0.02566143,0.00003205622,0.00005970382,0.00004327958,0.0317825,0.00003400125,0.8285346,0.0666321,0.001135933,0.04240384],"study_design_scores_gemma":[0.00403559,0.04260588,0.166333,0.0002827265,0.0001553893,0.0003133218,0.102696,0.005650652,0.3271303,0.01947548,0.3272785,0.004043256],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995427,0.00002317811,0.0000214648,0.0001985281,0.0002113072,0.0005654656,0.000007410252,0.00002806326,0.003517609],"genre_scores_gemma":[0.9990276,0.000005137882,0.00004139967,0.0002022663,0.00007110258,0.00004907102,0.00000708453,0.00000107924,0.0005952579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5014043,"threshold_uncertainty_score":0.3488928,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Production (economics); Conductivity; Agricultural engineering; Engineering; Environmental science; Computer science; Physics; Economics; Artificial intelligence; Microeconomics","authors":[{"name":"Mansiya Yessenamanova","is_ca":false},{"name":"Zhanar Yessenamanova","is_ca":false},{"name":"Anar Tlepbergenova","is_ca":false},{"name":"Маkhambet Moldir","is_ca":false},{"name":"Nurgul Baitemirova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01903867876106302,"gpt":0.2671738676416481,"spread":0.2481351888805851,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007583551,0.00008401484,0.0001697155,0.0001535582,0.00006334786,0.00004458731,0.0001552943,0.0001290536,0.00001350409],"category_scores_gemma":[0.0001767768,0.00004490928,0.00004003208,0.0005757098,0.00005107601,0.0002626559,0.00003732919,0.0003200576,7.1134e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289089,"about_ca_system_score_gemma":0.00007334823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002520945,"about_ca_topic_score_gemma":0.00006286694,"domain_scores_codex":[0.9990346,0.00008167484,0.00034362,0.0001528423,0.0002773546,0.0001099355],"domain_scores_gemma":[0.99878,0.0002157668,0.0002981833,0.00002926605,0.0006448902,0.00003194863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001796297,0.002110814,0.08765068,0.0001078413,0.001145428,0.000121235,0.003384983,0.2292752,0.3051127,0.3320163,0.00318919,0.03408935],"study_design_scores_gemma":[0.001957309,0.001489098,0.1367505,0.000483757,0.0001026309,0.001687268,0.002826808,0.7286502,0.006318897,0.1171335,0.00173878,0.0008613488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927872,0.0007377492,0.0004188556,0.005036759,0.0007416666,0.0001262318,0.00001391534,0.00000696786,0.0001306893],"genre_scores_gemma":[0.998239,0.0006443911,0.0006933566,0.00003484218,0.0002807302,0.00000291807,0.0000144283,0.000001383433,0.00008891699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.499375,"threshold_uncertainty_score":0.1831347,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Kenz Paige","is_ca":false},{"name":"Leon Gell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.219554471817497,"gpt":0.3752691001018732,"spread":0.1557146282843762,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002668758,0.00009435513,0.0001951683,0.0000911652,0.0004071263,0.0001752934,0.0003565399,0.00006781335,0.0000185229],"category_scores_gemma":[0.00006051918,0.00002971127,0.00004832763,0.0009310233,0.00009633883,0.0001592398,0.0002035701,0.0004908651,0.00001236115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005819618,"about_ca_system_score_gemma":0.00002660217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001687722,"about_ca_topic_score_gemma":0.0003363988,"domain_scores_codex":[0.9979312,0.0001614426,0.0003232186,0.0001573076,0.001072801,0.0003540322],"domain_scores_gemma":[0.9986717,0.000322631,0.0001499472,0.00005044799,0.0007097545,0.00009549988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005634059,0.002591139,0.132924,0.0005213353,0.00165368,0.0009008594,0.02426764,0.0002384265,0.3618517,0.2812572,0.01910967,0.174121],"study_design_scores_gemma":[0.0006516419,0.005582942,0.9369603,0.0002814546,0.00001667416,0.0003259793,0.0230733,0.0001601417,0.000647459,0.003342582,0.02866675,0.0002907251],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915364,0.001886994,3.674859e-7,0.004619808,0.000109472,0.0001403505,0.000003822486,0.00001618786,0.001686553],"genre_scores_gemma":[0.9962313,0.003241852,0.00002687043,0.0000111834,0.0003566331,0.000005384657,0.00000272999,0.000001192529,0.0001228967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8040364,"threshold_uncertainty_score":0.3131327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}