{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"ad42b0f739d5","filters":{"venue":"Engenharia Agrícola"}},"results":[{"id":"W1972887165","doi":"10.1590/s0100-69162009000300013","title":"Removal of organic matter and nutrients from slaughterhouse wastewater by using Eichhornia crassipes and evaluation of the generated biomass composting","year":2009,"lang":"en","type":"article","venue":"Engenharia Agrícola","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Eichhornia crassipes; Hyacinth; Macrophyte; Nutrient; Biomass (ecology); Organic matter; Compost; Aquatic plant; Environmental science; Wastewater; Animal science; Agronomy; Pulp and paper industry; Chemistry; Environmental engineering; Biology; Ecology","authors":[{"name":"Juliana Bortoli Rodrigues Mees","is_ca":true},{"name":"Simone Gomes","is_ca":false},{"name":"Márcio Antônio Vilas Boas","is_ca":false},{"name":"Ajadir Fazolo","is_ca":false},{"name":"Sílvio C. Sampaio","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01169154323294974,"gpt":0.2219834774866952,"spread":0.2102919342537455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002245027,0.000159739,0.0001886968,0.00002974917,0.0001057189,0.00002970825,0.0001271118,0.00007024295,0.0004767341],"category_scores_gemma":[0.00001422324,0.0001102113,0.00002902464,0.0001631283,0.0001286531,0.0001187168,0.0001447655,0.00006219566,0.000008030071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014979,"about_ca_system_score_gemma":0.00001363213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003788504,"about_ca_topic_score_gemma":0.00006611141,"domain_scores_codex":[0.9986871,0.0001781576,0.0003020179,0.0002910114,0.0003737705,0.0001679101],"domain_scores_gemma":[0.9994661,0.00003045049,0.0001795957,0.000243883,0.00002407738,0.00005592983],"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":[0.00001960298,0.00005228319,0.1115821,0.000003969838,0.00003427713,0.000001781253,0.0005399447,0.00002681562,0.8860462,4.961112e-7,0.0000749983,0.001617486],"study_design_scores_gemma":[0.001376538,0.00005264549,0.279679,0.00004708995,0.0002421407,0.00004324944,0.00006640715,0.004242986,0.7138047,0.000218678,0.00007571439,0.0001508816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990599,0.0001950524,0.0000216309,0.0001069471,0.00008007462,0.0003630705,0.00005769398,0.00001047162,0.0001051255],"genre_scores_gemma":[0.9982697,0.000004648961,0.001609998,0.00002711674,0.00001514123,0.000002746507,0.00002425048,0.00001224952,0.00003418716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1722416,"threshold_uncertainty_score":0.5219904,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981807489","doi":"10.1590/s0100-69162005000200028","title":"Compostagem de resíduos da indústria de desfibrilação de algodão","year":2005,"lang":"pt","type":"article","venue":"Engenharia Agrícola","topic":"Composting and Vermicomposting Techniques","field":"Agricultural and Biological Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Chemistry; Physics","authors":[{"name":"Mônica S. S. de M. Costa","is_ca":false},{"name":"Luiz Antônio de Mendonça Costa","is_ca":false},{"name":"M. L. Sestak","is_ca":false},{"name":"Dácio Olibone","is_ca":false},{"name":"Diego Sestak","is_ca":false},{"name":"Anderson V. Kaufmann","is_ca":false},{"name":"Sandra R. Rotta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04251122226236334,"gpt":0.2902114078984993,"spread":0.247700185636136,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002167151,0.0006162061,0.0006118236,0.00008024097,0.000859918,0.0005394287,0.001239841,0.0006680763,0.001003748],"category_scores_gemma":[0.0005201339,0.0003747281,0.0003664825,0.0006420812,0.0001786303,0.0002311795,0.0005079817,0.0009951773,0.0002885712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007011178,"about_ca_system_score_gemma":0.0002549352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001626054,"about_ca_topic_score_gemma":0.0005176596,"domain_scores_codex":[0.9953747,0.0008857819,0.0007610887,0.0008721492,0.0004233324,0.001682945],"domain_scores_gemma":[0.9973691,0.001087149,0.0003655971,0.0003542483,0.000143573,0.000680356],"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":[0.0003898934,0.0007200568,0.0274667,0.00008043265,0.0001701268,0.0001363548,0.002885332,0.0002355663,0.7783508,0.00125728,0.05850637,0.129801],"study_design_scores_gemma":[0.002130267,0.002484561,0.2727385,0.001296458,0.0005291995,0.0008474003,0.001709545,0.0354513,0.2012917,0.002805718,0.4751835,0.003531759],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870747,0.001173981,0.0007294503,0.005765369,0.0003078134,0.0006508098,0.0001481347,0.0009341081,0.003215658],"genre_scores_gemma":[0.9793704,0.0002089131,0.01337559,0.001320746,0.002319098,0.00004429242,0.00009318466,0.00001831037,0.003249426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5770591,"threshold_uncertainty_score":0.9999095,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392157946","doi":"10.1590/1809-4430-eng.agric.v44e20230097/2024","title":"SE-SWIN UNET FOR IMAGE SEGMENTATION OF MAJOR MAIZE FOLIAR DISEASES","year":2024,"lang":"en","type":"article","venue":"Engenharia Agrícola","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ministry of Agriculture","funders":"Henan Normal University","keywords":"Agronomy; Image segmentation; Segmentation; Agricultural engineering; Environmental science; Computer science; Computer vision; Biology; Engineering","authors":[{"name":"Yujie Yang","is_ca":false},{"name":"Congsheng Wang","is_ca":false},{"name":"Qing Zhao","is_ca":true},{"name":"Guoqiang Li","is_ca":true},{"name":"Hecang Zang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01263828281300992,"gpt":0.2459859531144964,"spread":0.2333476703014865,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118661,0.00013946,0.0001637726,0.00001280909,0.00009873908,0.00009688718,0.0001538217,0.00007552495,0.000770938],"category_scores_gemma":[0.00003339061,0.00004914657,0.0001771859,0.0002851737,0.00002806294,0.0001817774,0.00003460512,0.00006294247,0.00007747405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002079528,"about_ca_system_score_gemma":0.00001120319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007211728,"about_ca_topic_score_gemma":0.0001326402,"domain_scores_codex":[0.9991009,0.00003764717,0.0002122997,0.0002758142,0.0001595527,0.0002138056],"domain_scores_gemma":[0.9994966,0.0002721724,0.00004769746,0.00004408438,0.00005774279,0.00008174709],"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":[0.00003808357,0.00009321715,0.0004173669,0.00008226352,0.00006926237,0.000007107138,0.0001835424,0.000001473557,0.9351109,0.003869726,0.04728751,0.01283956],"study_design_scores_gemma":[0.0009390297,0.0009566861,0.1271908,0.0002405022,0.0005864016,0.0000151278,0.001681332,0.0003914015,0.3853656,0.0122952,0.4693984,0.0009394693],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915308,0.001907932,0.0002592413,0.002444714,0.0008398037,0.0008863847,0.0008983013,0.0002071859,0.001025639],"genre_scores_gemma":[0.99426,0.00004653926,0.0008410684,0.0001714291,0.001238858,0.0001604648,0.0005156663,0.00000250949,0.002763446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5497453,"threshold_uncertainty_score":0.844123,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2044526072","doi":"10.1590/s0100-69162011000100012","title":"Método de avaliação de equipamentos para direcionamento de veículos agrícolas e efeito de sinais de GNSS","year":2011,"lang":"pt","type":"article","venue":"Engenharia Agrícola","topic":"Soil Management and Crop Yield","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":"Agriculture and Agri-Food Canada","funders":"","keywords":"Physics; Humanities","authors":[{"name":"José Paulo Molin","is_ca":false},{"name":"Fabrício Pinheiro Povh","is_ca":false},{"name":"Vanderson Rabelo de Paula","is_ca":true},{"name":"José Vitor Salvi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08545229641383963,"gpt":0.2714108110440703,"spread":0.1859585146302307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002275178,0.0007903741,0.0006492859,0.00009620758,0.0008354492,0.0005164971,0.001539944,0.0007776537,0.00724996],"category_scores_gemma":[0.0003659176,0.0004934992,0.0005592633,0.0007335051,0.0002221034,0.0003824423,0.0005594156,0.0007313354,0.000942906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130816,"about_ca_system_score_gemma":0.0002646781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005964175,"about_ca_topic_score_gemma":0.001942758,"domain_scores_codex":[0.9939161,0.0009394945,0.0007403745,0.001061893,0.0006256359,0.002716517],"domain_scores_gemma":[0.9975407,0.0004635673,0.0003763314,0.0004192042,0.0001172867,0.00108289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00127837,0.003815655,0.4893511,0.000427265,0.001368734,0.0009031116,0.02710687,0.00007492296,0.2993443,0.007698298,0.1182871,0.05034426],"study_design_scores_gemma":[0.001406798,0.001451356,0.8617849,0.0004062159,0.0008529377,0.00005563076,0.006981257,0.001728593,0.02943612,0.005403858,0.08864677,0.001845517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752885,0.001421824,0.0005682118,0.002065891,0.0006726198,0.001042275,0.00006938051,0.0003149793,0.01855634],"genre_scores_gemma":[0.9756777,0.000780038,0.00135506,0.002453879,0.001421583,0.0003680281,0.00005202193,0.00002652688,0.01786518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3724339,"threshold_uncertainty_score":0.999835,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285242403","doi":"10.1590/1809-4430-eng.agric.v42n2e20200141/2022","title":"THERMODYNAMIC PROPERTIES OF THE WATER ADSORPTION PROCESS IN BARU FLOURS","year":2022,"lang":"en","type":"article","venue":"Engenharia Agrícola","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Canadian Institute for Theoretical Astrophysics","keywords":"Enthalpy; Gibbs free energy; Baru; Adsorption; Gravimetric analysis; Water content; Thermodynamics; Moisture; Chemistry; Entropy (arrow of time); Materials science; Physical chemistry; Organic chemistry; Geotechnical engineering; Physics","authors":[{"name":"Thiago Aurélio Arruda Silva","is_ca":false},{"name":"N. M. C. Alves","is_ca":false},{"name":"Nahyara Batista Caires Galle","is_ca":false},{"name":"Silmara Bispo dos Santos","is_ca":false},{"name":"Evelise Andreatta","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01407256519752025,"gpt":0.1934866284760266,"spread":0.1794140632785063,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001434835,0.00006121168,0.00007163933,0.00001258416,0.0001954403,0.00001333711,0.0003047838,0.00002125667,0.0006744486],"category_scores_gemma":[0.000004324666,0.00001614413,0.0000454793,0.0003220697,0.0000285082,0.00004600378,0.0001060246,0.000123165,0.00001151765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003145322,"about_ca_system_score_gemma":0.000008714589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006202,"about_ca_topic_score_gemma":0.00009206303,"domain_scores_codex":[0.9993575,0.00008146945,0.0001403329,0.0001318703,0.0001573805,0.000131458],"domain_scores_gemma":[0.999851,0.00001031658,0.00004060572,0.00005600132,0.00002244849,0.00001965615],"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":[0.00001169732,0.00008065972,0.0007432773,0.0000027975,0.000002868639,1.131325e-7,0.0004201604,0.0001465431,0.9970775,0.0004434305,0.00001643355,0.001054489],"study_design_scores_gemma":[0.0002863406,0.0001123603,0.1316534,0.00003258582,0.00001733496,0.000009109768,0.002560316,0.003626936,0.8535561,0.003302804,0.004568154,0.0002745314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964153,0.00004830415,0.000001137574,0.002888036,0.00007289444,0.0002912134,0.0000167754,0.00002222353,0.0002441784],"genre_scores_gemma":[0.9993395,0.000002158872,0.000002913677,0.0001299584,0.0000309726,0.0002547959,0.00001224412,7.417547e-7,0.00022677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1435214,"threshold_uncertainty_score":0.7384738,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2108490645","doi":"10.1590/s0100-69162013000100012","title":"Qualidade da água para irrigação de um córrego após receber efluente tratado de abate bovino","year":2013,"lang":"pt","type":"article","venue":"Engenharia Agrícola","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Physics; Animal science; Biology","authors":[{"name":"Michael Silveira Thebaldi","is_ca":false},{"name":"Delvio Sandri","is_ca":false},{"name":"Alberto Batista Felisberto","is_ca":true},{"name":"Marco S. da Rocha","is_ca":false},{"name":"Sebastião Avelino Neto","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02422395587614084,"gpt":0.2604039030037011,"spread":0.2361799471275603,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007822333,0.0008944583,0.0006535588,0.0001302427,0.0005692891,0.0007221411,0.001190407,0.0006226319,0.01920788],"category_scores_gemma":[0.00006987222,0.0007596934,0.0003908304,0.0004657521,0.0003684154,0.00100622,0.000506071,0.0007733675,0.02531567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009627612,"about_ca_system_score_gemma":0.0001457423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003691155,"about_ca_topic_score_gemma":0.0003932921,"domain_scores_codex":[0.9944565,0.0007282682,0.0008249797,0.001226523,0.0007219469,0.002041807],"domain_scores_gemma":[0.9971471,0.0001925945,0.000319802,0.001267223,0.00002905404,0.001044247],"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":[0.00033332,0.002838441,0.08603369,0.0002926772,0.001205849,0.0006150708,0.03214694,0.0008628996,0.7199757,0.0006987946,0.14238,0.01261656],"study_design_scores_gemma":[0.008884968,0.001607229,0.4924859,0.0006199253,0.001944605,0.0003229795,0.005288865,0.005621954,0.3396682,0.002537675,0.136093,0.004924835],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867913,0.001096657,0.0002821553,0.002920383,0.0009597621,0.001525044,0.0001086891,0.0002006836,0.006115293],"genre_scores_gemma":[0.9290944,0.0003265625,0.00266591,0.0008044954,0.000436017,0.0003111087,0.00008950276,0.000136788,0.06613518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4064521,"threshold_uncertainty_score":0.9994854,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}