{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":13,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":13,"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":"3e7216430c1e","filters":{"venue":"Desenvolvimento e Meio Ambiente"}},"results":[{"id":"W2026058571","doi":"10.5380/dma.v20i0.12291","title":"Homem e “natureza” em um parque nacional do sul do Brasil: meios de vida e conflitos nos arredores da Lagoa do Peixe","year":2009,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Environmental Sustainability and Education","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Humanities; Political science; Geography; Philosophy","authors":[{"name":"Tiago Almudi","is_ca":false},{"name":"Daniela Coswig Kalikoski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01069067921354842,"gpt":0.2606661196858104,"spread":0.249975440472262,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001454544,0.0001953704,0.0002269399,0.001315939,0.003739299,0.002890338,0.0004200694,0.0004640604,0.002804404],"category_scores_gemma":[0.00271812,0.0001452483,0.0001157026,0.002738321,0.005569228,0.001639814,0.002963167,0.0007070228,0.00008902335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002687432,"about_ca_system_score_gemma":0.002509361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1488955,"about_ca_topic_score_gemma":0.5154976,"domain_scores_codex":[0.9995019,0.0001922598,0.00002050145,0.00007164744,0.0001079797,0.0001057373],"domain_scores_gemma":[0.998269,0.0007007517,0.0004617859,0.0001536213,0.0002275465,0.0001874287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006552086,0.0000383687,0.4065319,0.0002728784,0.0000250363,0.0007334973,0.4984432,0.0001385744,0.0009186313,0.02659461,0.00212653,0.06411122],"study_design_scores_gemma":[0.000002738527,0.00004672497,0.4951312,0.0001824804,0.00002411277,0.0003360229,0.459055,0.0001973439,0.0001881877,0.002366101,0.04244484,0.00002524663],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715494,0.00128676,0.0002772153,0.001332365,0.00002232099,0.00001200412,0.00009760077,0.000005778715,0.02541655],"genre_scores_gemma":[0.9972175,0.0008148809,0.0002159953,0.00005688984,0.000005821542,0.000007026736,0.00003380401,0.000002194358,0.001645911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1488955,"threshold_uncertainty_score":0.2960578,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2900801548","doi":"10.5380/dma.v46i0.54187","title":"The role of forests and protected areas in climate change mitigation: a review and critique of the ecosystem services and REDD+ approaches","year":2018,"lang":"pt","type":"review","venue":"Desenvolvimento e Meio Ambiente","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","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 Northern British Columbia","funders":"","keywords":"Ecosystem; Political science; Forestry; Geography; Welfare economics; Economics; Ecology; Biology","authors":[{"name":"Fabrício Scarpeta Matheus","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03152436785865723,"gpt":0.237574604087302,"spread":0.2060502362286448,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008762613,0.0009489164,0.001510729,0.005094904,0.001697361,0.007250805,0.002444303,0.005263061,0.003066307],"category_scores_gemma":[0.009747172,0.0004758761,0.001224728,0.0098942,0.01126033,0.006482217,0.003810841,0.005674155,0.0006766478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005894952,"about_ca_system_score_gemma":0.01133091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01151258,"about_ca_topic_score_gemma":0.01638763,"domain_scores_codex":[0.99498,0.002096597,0.0003820325,0.0005117741,0.001796982,0.0002326302],"domain_scores_gemma":[0.9829997,0.01360689,0.0008722762,0.0006168938,0.001627821,0.0002763571],"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":[0.00004405816,0.00003604712,0.0006476955,0.01238787,0.0001282199,0.0002987227,0.003232671,0.002556098,0.0003971392,0.6567703,0.03745411,0.2860471],"study_design_scores_gemma":[0.00001086937,0.00003594169,0.001638474,0.01893778,0.00007836055,0.0003482175,0.0026696,0.0005185121,0.0002039251,0.132379,0.8431431,0.00003623682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000769955,0.9454794,0.001717921,0.03391243,0.001365265,0.000008542534,0.00003494172,0.00001109267,0.01670042],"genre_scores_gemma":[0.02674715,0.9570292,0.001383668,0.01004758,0.002457971,0.00003781153,0.00002905997,0.00002387797,0.00224374],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01151258,"threshold_uncertainty_score":0.04634166,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1524726642","doi":"10.5380/dma.v33i0.39942","title":"Le développement territorial durable: une nouvelle approche de développement rural","year":2015,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":7,"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 Rimouski","funders":"","keywords":"Political science; Rural development; Humanities; Geography; Agriculture; Philosophy","authors":[{"name":"Bruno Jean","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04108687368360344,"gpt":0.2796411017153365,"spread":0.238554228031733,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002500155,0.0006302693,0.0005164793,0.001807893,0.002751893,0.007441319,0.002425825,0.002808552,0.01216714],"category_scores_gemma":[0.003731938,0.0003609658,0.0006820009,0.002138187,0.01090221,0.008638806,0.006211174,0.003373145,0.001505628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007057821,"about_ca_system_score_gemma":0.004107071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01257129,"about_ca_topic_score_gemma":0.01898926,"domain_scores_codex":[0.9982936,0.0008758493,0.00005068618,0.0003173665,0.0002826086,0.0001798644],"domain_scores_gemma":[0.9987385,0.000394646,0.0001110131,0.0002274379,0.0003040247,0.000224427],"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":[0.000007756334,0.000009927183,0.0003341547,0.00006305707,0.000004998604,0.00008307158,0.001668957,0.001028892,0.0001350552,0.9780108,0.003407179,0.01524607],"study_design_scores_gemma":[0.00000859017,0.00005492817,0.0009096734,0.0002066142,0.00001730704,0.0003048291,0.004128551,0.002866403,0.0002905431,0.4386981,0.5524929,0.00002155649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0271796,0.01477496,0.2382246,0.1044118,0.001232217,0.0001459881,0.0002548966,0.0003648774,0.613411],"genre_scores_gemma":[0.70784,0.01795964,0.07101302,0.006399056,0.0007188828,0.0003339849,0.0001979318,0.0004147339,0.1951227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01257129,"threshold_uncertainty_score":0.05120826,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2067320718","doi":"10.5380/dma.v32i0.36217","title":"Variabilidad climática y su impacto en pesquerías de pequeña escala de invertebrados en América Latina","year":2014,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Humanities; Geography; Art","authors":[{"name":"Omar Defeo","is_ca":false},{"name":"Mauricio Castrejón","is_ca":true},{"name":"Leonardo Ortega","is_ca":false},{"name":"Angela M. Kuhn","is_ca":true},{"name":"Anita de Álava","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008669058239199381,"gpt":0.2531434111458937,"spread":0.2444743529066943,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008108048,0.0003326217,0.0002597893,0.0008566154,0.0004850229,0.001375912,0.0002934268,0.0003016982,0.001802727],"category_scores_gemma":[0.00094371,0.0001465763,0.0004861866,0.002163576,0.0007409824,0.0005933583,0.0006931366,0.0002895446,0.0002388337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424803,"about_ca_system_score_gemma":0.0008028414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04983327,"about_ca_topic_score_gemma":0.07220731,"domain_scores_codex":[0.9996762,0.00007220978,0.00002056505,0.0001089173,0.00006291873,0.00005914959],"domain_scores_gemma":[0.9993196,0.0001034185,0.0002876839,0.00004350458,0.0001867906,0.00005901041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002633048,0.00004378606,0.944428,0.0003504901,0.0002907617,0.0003058336,0.001223298,0.001845081,0.01712354,0.0008228499,0.0004671252,0.03283588],"study_design_scores_gemma":[0.000005032272,0.00006211808,0.9940018,0.00004575685,0.00005191873,0.00008869724,0.001041661,0.0002867967,0.0004989437,0.0001980507,0.003709859,0.000009437878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987528,0.004880878,0.0004445556,0.0003845964,0.00001628882,0.000008900286,0.0007925098,0.00002728586,0.00591714],"genre_scores_gemma":[0.9937046,0.004490733,0.000391213,0.00007354244,0.00001833427,0.00001818441,0.0004462743,0.00001347634,0.0008435406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04983327,"threshold_uncertainty_score":0.0990864,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2053784406","doi":"10.5380/dma.v32i0.35603","title":"Una investigación participativa en la costa uruguaya: características, desafíos y oportunidades para la enseñanza universitaria","year":2014,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Humanities; Political science; Philosophy","authors":[{"name":"Micaela Trimble","is_ca":true},{"name":"Patricia Iribarne","is_ca":false},{"name":"Marila Lázaro","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02956122137351029,"gpt":0.2645837709657482,"spread":0.2350225495922379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006087054,0.0003661149,0.0007314619,0.001961003,0.005815773,0.003978971,0.0008872857,0.001002918,0.003072897],"category_scores_gemma":[0.007703086,0.0004886197,0.0003744999,0.004525234,0.003488107,0.002368521,0.004620755,0.001043361,0.0003635939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01220878,"about_ca_system_score_gemma":0.01192083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3431256,"about_ca_topic_score_gemma":0.4242029,"domain_scores_codex":[0.9968541,0.001715181,0.0001660939,0.0002711638,0.0004944604,0.0004989185],"domain_scores_gemma":[0.9945439,0.001997733,0.001056056,0.0002130196,0.001633438,0.0005559844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001513377,0.00009074632,0.1367488,0.001042555,0.00003593911,0.001171169,0.7864743,0.0003988815,0.002085638,0.008069183,0.001277586,0.06245381],"study_design_scores_gemma":[0.00001106106,0.000264362,0.4516629,0.001083457,0.00005969184,0.0004670823,0.4855622,0.0008390541,0.0005850727,0.001295434,0.0581161,0.00005365387],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764276,0.008037363,0.001050068,0.002231802,0.00004777425,0.00008611306,0.000187584,0.00002654839,0.01190513],"genre_scores_gemma":[0.9904135,0.002899978,0.001082234,0.0001923775,0.0000176178,0.00007187436,0.00007297183,0.00001563823,0.005233835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3431256,"threshold_uncertainty_score":0.6822568,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3116201461","doi":"10.5380/dma.v55i0.72576","title":"A saga do algodão no semiárido nordestino: histórico, declínio e as perspectivas de base agroecológica","year":2020,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Rural Development and Agriculture","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Diacon (Canada)","funders":"","keywords":"Humanities; Art","authors":[{"name":"Luis Claudio Monteiro de Mattos","is_ca":false},{"name":"Jorge Luiz Schirmer de Mattos","is_ca":false},{"name":"Ricardo Menezes Blackburn","is_ca":true},{"name":"Fábio dos Santos Santiago","is_ca":true},{"name":"Jayme Bezerra de Menezes Neto","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01642164562145408,"gpt":0.2193948211181866,"spread":0.2029731754967325,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005925348,0.0001795043,0.0001846806,0.001301004,0.003087196,0.004331537,0.0004068831,0.0005189033,0.002279879],"category_scores_gemma":[0.0008262116,0.0001698036,0.00009128267,0.002841721,0.002950093,0.001257214,0.001429645,0.0007730518,0.0002503793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003906951,"about_ca_system_score_gemma":0.003704395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1858755,"about_ca_topic_score_gemma":0.4402195,"domain_scores_codex":[0.9997337,0.00005771013,0.00001115176,0.00005789474,0.00006703206,0.00007248821],"domain_scores_gemma":[0.9995247,0.00007722504,0.0001349437,0.00003463002,0.0001352256,0.00009324326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004650715,0.00009446555,0.3160978,0.0007913603,0.00004403193,0.006444286,0.3430288,0.0006525692,0.01318755,0.1238532,0.007601683,0.1877391],"study_design_scores_gemma":[0.000009518139,0.0001154084,0.3582262,0.0007615957,0.00003198731,0.001496507,0.1337691,0.0001719652,0.001279262,0.006012197,0.4980856,0.00004072601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8963566,0.00805283,0.0007493571,0.002601771,0.00009150455,0.00001657105,0.0002584045,0.00001906132,0.09185401],"genre_scores_gemma":[0.9722993,0.00483094,0.0009238026,0.0001624552,0.00002982037,0.00001070923,0.0001004588,0.00001202549,0.02163042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1858755,"threshold_uncertainty_score":0.3695872,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3113951597","doi":"10.5380/dma.v55i0.73031","title":"Representações dos retirantes das secas do Semiárido nordestino","year":2020,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Humanities; Political science; Art","authors":[{"name":"José Gomes Ferreira","is_ca":false},{"name":"Anna Lidiane Oliveira Paiva","is_ca":false},{"name":"Anastácia Brandão de Mélo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1763445759115074,"gpt":0.3588189685928987,"spread":0.1824743926813913,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000550167,0.0002117662,0.0002508637,0.003167284,0.002763774,0.002301857,0.000424668,0.0003263807,0.006364185],"category_scores_gemma":[0.001230702,0.0001734829,0.000169734,0.005258285,0.001137624,0.0007894803,0.001553902,0.0003213161,0.0007217148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001897946,"about_ca_system_score_gemma":0.002136069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2053275,"about_ca_topic_score_gemma":0.4674082,"domain_scores_codex":[0.9997013,0.00005829003,0.00002503692,0.00007008532,0.000074024,0.0000712125],"domain_scores_gemma":[0.9988342,0.00022582,0.0003270519,0.0000729402,0.0003137252,0.0002261744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002005308,0.00003789801,0.4632924,0.0004473794,0.00005505811,0.001659458,0.4207527,0.0002128583,0.002313872,0.006285588,0.004719333,0.1000229],"study_design_scores_gemma":[0.000003450006,0.00004768018,0.7400213,0.0002288118,0.00002947955,0.000450949,0.1799481,0.00007281329,0.0002367298,0.0002737158,0.07867081,0.00001614977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722198,0.002291124,0.0001332247,0.0003348569,0.00001992434,0.00001619139,0.0007816337,0.00001476109,0.02418837],"genre_scores_gemma":[0.9661479,0.00419238,0.0005559772,0.00006077283,0.00001453521,0.00002729395,0.0008529432,0.00001152197,0.0281367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2053275,"threshold_uncertainty_score":0.4082648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2067974791","doi":"10.5380/dma.v14i0.9613","title":"O desenvolvimento sustentável aplicado ao planejamento rural: o caso de uma região rural no Canadá","year":2006,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Humanities; Political science; Philosophy","authors":[{"name":"Bruno Jean","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01375643643905046,"gpt":0.2355353103261844,"spread":0.2217788738871339,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001028312,0.0002518283,0.0002254135,0.0006920363,0.01079021,0.005687676,0.001359485,0.0009433091,0.007364201],"category_scores_gemma":[0.002411701,0.000180383,0.0001998114,0.002173148,0.003488533,0.0008263435,0.002116276,0.0008652481,0.0003963656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0420454,"about_ca_system_score_gemma":0.07282665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9791034,"about_ca_topic_score_gemma":0.9928017,"domain_scores_codex":[0.9984659,0.0002885153,0.00002054454,0.0001383295,0.0003179533,0.0007687198],"domain_scores_gemma":[0.9981248,0.0002262799,0.0001366731,0.00009130769,0.0007047007,0.0007161989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005717947,0.0005493435,0.3346945,0.0005117193,0.00009382782,0.007688227,0.1921586,0.01382701,0.01237907,0.1724094,0.04871217,0.2164044],"study_design_scores_gemma":[0.00005356828,0.0001886052,0.2788983,0.0002395009,0.00008813724,0.0006703923,0.4067448,0.01046638,0.001938008,0.01009518,0.2905093,0.0001076412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973433,0.0004890679,0.001447936,0.005972617,0.00002964507,0.00009975362,0.0002513119,0.00005852916,0.09430795],"genre_scores_gemma":[0.9697534,0.0004822393,0.000876884,0.0003029443,0.000005417454,0.00001773874,0.00006824765,0.0000174985,0.02847543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0420454,"threshold_uncertainty_score":0.3050622,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1980406440","doi":"10.5380/dma.v2i0.22107","title":"L' agriculture familiale et l' agriculture durable en Amérique du Nord: vers une agriculture \"environnementalement correcte\"","year":2000,"lang":"fr","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec","funders":"","keywords":"Political science; Humanities; Art","authors":[{"name":"Bruno Jean","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009282795007118635,"gpt":0.2227224237380123,"spread":0.2134396287308937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005709771,0.0001823119,0.0001348099,0.0005408337,0.001171814,0.001961986,0.0003173166,0.0003391807,0.003774551],"category_scores_gemma":[0.0009860393,0.00008309975,0.0002360167,0.0008681738,0.001581644,0.001083001,0.0006902224,0.0005303116,0.0001305626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005217178,"about_ca_system_score_gemma":0.005457082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3773239,"about_ca_topic_score_gemma":0.5130757,"domain_scores_codex":[0.9997974,0.00006568998,0.000004475839,0.00004859526,0.00003781201,0.00004599504],"domain_scores_gemma":[0.9993586,0.0002349663,0.0001586835,0.00004059549,0.0001225814,0.00008452908],"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":[0.00016543,0.0001647836,0.3506202,0.0003391456,0.000150602,0.001795089,0.04329537,0.01388344,0.00463078,0.4121199,0.005074549,0.1677608],"study_design_scores_gemma":[0.00004560827,0.0002472938,0.4925264,0.001169518,0.0001990921,0.00139916,0.06191014,0.01229244,0.001443885,0.09905685,0.3296292,0.00008039217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8848473,0.005186664,0.01036614,0.006597624,0.0001227577,0.00002060212,0.0002199296,0.00002982165,0.09260918],"genre_scores_gemma":[0.9806326,0.002340351,0.003571604,0.0001968681,0.00001739116,0.00001015932,0.00005427976,0.000005756569,0.01317097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6226761,"threshold_uncertainty_score":0.7502553,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414606362","doi":"10.5380/dma.v66i.97088","title":"Environmental requirements for imported products","year":2025,"lang":"en","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Subsidy; Protectionism; China; Agriculture; Greenhouse gas; Environmental impact assessment; Renewable energy; Environmental pollution; Environmental policy","authors":[{"name":"Michelle Márcia Viana Martins","is_ca":false},{"name":"Maria Rita Anastácio Rodrigues","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01320786339663151,"gpt":0.2698782045182376,"spread":0.2566703411216061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001626485,0.0005121971,0.0002267574,0.002199308,0.000837518,0.002543054,0.0006518445,0.0006765514,0.01445676],"category_scores_gemma":[0.004321314,0.0002186568,0.0006974805,0.001991641,0.0007207539,0.001555835,0.001366681,0.0007814584,0.002988771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369601,"about_ca_system_score_gemma":0.001938025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006185194,"about_ca_topic_score_gemma":0.008466389,"domain_scores_codex":[0.9964981,0.0003471588,0.0003480302,0.0003743409,0.002069063,0.000363241],"domain_scores_gemma":[0.9959002,0.0007241987,0.0009149069,0.0005761357,0.001735464,0.0001491793],"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":[0.00102341,0.0008859705,0.2138719,0.005530118,0.0002064445,0.004414398,0.005067348,0.01844346,0.1003884,0.2653074,0.05533938,0.3295216],"study_design_scores_gemma":[0.00003583747,0.00063993,0.2469863,0.0009490811,0.0001038276,0.002594705,0.002774172,0.00202895,0.03306026,0.01411418,0.6965899,0.0001227688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.33327,0.001949056,0.007393367,0.0009571976,0.0002484302,0.0002301822,0.008554417,0.0002915451,0.6471059],"genre_scores_gemma":[0.9166219,0.001792334,0.008570949,0.0008451646,0.0001032904,0.000275662,0.01078205,0.0001930147,0.06081567],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01445676,"threshold_uncertainty_score":0.04836273,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2124105597","doi":"10.5380/dma.v22i0.17665","title":"Estratégias de gestão de recursos hídricos participativa: contribuições da Política Brasileira de Recursos Hídricos para o Canadá","year":2010,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo; Environment and Climate Change Canada","funders":"Ministério da Ciência e Tecnologia","keywords":"Political science; Humanities; Geography; Philosophy","authors":[{"name":"Sanderson Alberto Medeiros Leitão","is_ca":false},{"name":"Mary Louise McAllister","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03810046093417762,"gpt":0.3348786733376122,"spread":0.2967782124034345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001774277,0.0002597259,0.000269818,0.002091027,0.008192562,0.006474734,0.001129459,0.0008502359,0.005644333],"category_scores_gemma":[0.003422472,0.0002697092,0.0003106342,0.00474289,0.003312234,0.000953589,0.002336819,0.001057857,0.0002139498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0982606,"about_ca_system_score_gemma":0.159492,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9932271,"about_ca_topic_score_gemma":0.9974115,"domain_scores_codex":[0.9972909,0.0002439636,0.00004184334,0.0001858829,0.0008978408,0.001339499],"domain_scores_gemma":[0.9965479,0.0003261931,0.0001795032,0.0001029182,0.001755813,0.00108773],"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":[0.0003156605,0.0001399881,0.2373965,0.0005490145,0.0001467279,0.001853254,0.07900119,0.006672404,0.005465464,0.4222661,0.05057418,0.1956194],"study_design_scores_gemma":[0.0000446618,0.00006131978,0.3963832,0.00042336,0.0001358572,0.0002140352,0.09683168,0.00522222,0.00138868,0.0112738,0.4878981,0.0001231328],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6997818,0.00426828,0.002303191,0.02615767,0.00008858554,0.0001783842,0.001240009,0.0001237686,0.2658583],"genre_scores_gemma":[0.966001,0.001452444,0.0009281133,0.0005894734,0.00000827562,0.00002146405,0.0001727323,0.0000246335,0.03080174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0982606,"threshold_uncertainty_score":0.7129339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1999792519","doi":"10.5380/dma.v5i0.22113","title":"O fim dos riscos?","year":2002,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"Youth, Drugs, and Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"Claude Gilbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08168587387878894,"gpt":0.3126412406628098,"spread":0.2309553667840209,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004543594,0.001174084,0.001201987,0.002678124,0.005731007,0.01531401,0.001730503,0.008342911,0.02391947],"category_scores_gemma":[0.01243999,0.0006054199,0.0008244531,0.001816902,0.02458803,0.01334658,0.007440442,0.00860457,0.004242344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006165166,"about_ca_system_score_gemma":0.008524048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009776857,"about_ca_topic_score_gemma":0.009486089,"domain_scores_codex":[0.9941081,0.002167285,0.0002261982,0.001042101,0.001434835,0.001021405],"domain_scores_gemma":[0.9950241,0.002128803,0.0007478425,0.0004328742,0.0009238687,0.0007424096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009368631,0.0001134637,0.00880916,0.0008819292,0.0000796801,0.001481355,0.01692078,0.0002939166,0.0006904909,0.8098834,0.06024516,0.1005071],"study_design_scores_gemma":[0.00002118978,0.0001008501,0.006002529,0.0016776,0.00005407946,0.001807828,0.02675042,0.0002433672,0.0003936731,0.3652858,0.5975922,0.00007041799],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02374012,0.068642,0.00927047,0.5414539,0.00671574,0.0001075706,0.0003987679,0.0002130375,0.3494583],"genre_scores_gemma":[0.6051988,0.09883372,0.006834732,0.1145779,0.009218951,0.0003259021,0.0004107301,0.0002235961,0.1643756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02391947,"threshold_uncertainty_score":0.08001858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1990074944","doi":"10.5380/dma.v21i0.20268","title":"O princípio da precaução nas políticas ambientais globais","year":2010,"lang":"pt","type":"article","venue":"Desenvolvimento e Meio Ambiente","topic":"International Environmental Law and Policies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Physics; Political science; Chemistry; Humanities; Philosophy","authors":[{"name":"Radoslav S. Dimitrov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01267345289784903,"gpt":0.2688625431745867,"spread":0.2561890902767376,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003191612,0.0005113086,0.0005832221,0.001910128,0.002700638,0.007678846,0.001067964,0.001204351,0.004274939],"category_scores_gemma":[0.004971888,0.0003623767,0.0007539152,0.003490171,0.006055378,0.002699418,0.004934154,0.001408259,0.0004123604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007344199,"about_ca_system_score_gemma":0.009426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03979165,"about_ca_topic_score_gemma":0.04231304,"domain_scores_codex":[0.9976664,0.000996458,0.0000816729,0.0003232291,0.000475352,0.0004569533],"domain_scores_gemma":[0.9972641,0.0009689778,0.0004730065,0.0003719429,0.0006335868,0.0002883561],"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":[0.0001049843,0.00006531393,0.1210278,0.001081836,0.0002228696,0.0005013099,0.03115818,0.01117289,0.003583165,0.7689979,0.003225808,0.05885791],"study_design_scores_gemma":[0.00003355363,0.0001607875,0.2030295,0.001092772,0.0002715047,0.0004587055,0.05725948,0.007368736,0.002707024,0.3955836,0.331911,0.0001233166],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.593774,0.0125703,0.04039299,0.02737885,0.0002332016,0.000270423,0.001129801,0.0006331307,0.3236174],"genre_scores_gemma":[0.9899277,0.00253756,0.002759716,0.0003752687,0.00002899956,0.00005373188,0.00008748902,0.00004532918,0.004184157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03979165,"threshold_uncertainty_score":0.07912004,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}