{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"4f80032b896c","filters":{"venue":"Veredas - Revista de Estudos Linguísticos"}},"results":[{"id":"W4312396119","doi":"10.34019/1982-2243.2022.v26.38003","title":"Práticas declaradas do ensino da oralidade no 1.º ciclo do Ensino Básico, em Portugal – alguns resultados da aplicação de um questionário, num estudo exploratório","year":2022,"lang":"pt","type":"article","venue":"Veredas - Revista de Estudos Linguísticos","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":1,"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":"Humanities; Art","authors":[{"name":"Luciana Graça","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06051714632094117,"gpt":0.3412462260483561,"spread":0.2807290797274149,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003194776,0.001339338,0.001555425,0.0006865069,0.003395079,0.004524846,0.002598183,0.000824294,0.001129065],"category_scores_gemma":[0.01234465,0.001501696,0.0006566014,0.003285744,0.001200821,0.0008421151,0.001702948,0.002481606,0.0009273627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002606973,"about_ca_system_score_gemma":0.004365758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036069,"about_ca_topic_score_gemma":0.0001381929,"domain_scores_codex":[0.9888111,0.00164842,0.002079712,0.002320762,0.002491262,0.002648754],"domain_scores_gemma":[0.9925076,0.001309497,0.001362716,0.002380781,0.00117385,0.001265508],"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":[0.001284044,0.009870023,0.1551906,0.000976304,0.001583585,0.002562598,0.124455,0.0007514188,0.002134536,0.4534763,0.1761602,0.07155536],"study_design_scores_gemma":[0.003234331,0.002191785,0.01573209,0.001110637,0.001274071,0.0004809714,0.1655658,0.001270302,0.0004230628,0.008877807,0.7956096,0.004229517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578674,0.008431057,0.001256555,0.008245937,0.003817239,0.004308521,0.0009515441,0.002425635,0.01269604],"genre_scores_gemma":[0.9873646,0.0009674869,0.002339302,0.001683546,0.001213454,0.0005004397,0.0002335098,0.000235727,0.005461886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6194494,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3209904291","doi":"10.34019/1982-2243.2020.v24.31365","title":"monotongação na escrita de estudantes de 4º e 5º anos do ensino fundamental","year":2021,"lang":"pt","type":"article","venue":"Veredas - Revista de Estudos Linguísticos","topic":"Linguistics and Education Research","field":"Arts and Humanities","cited_by":0,"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":"Psychology; Philosophy","authors":[{"name":"André Pedro da Silva","is_ca":true},{"name":"Luis Da Silva Souza","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04762921617060315,"gpt":0.3187371060935783,"spread":0.2711078899229751,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001365143,0.0007693284,0.0009223308,0.0003042399,0.001693732,0.004202113,0.0007749897,0.0003176674,0.004354375],"category_scores_gemma":[0.005145309,0.0008285666,0.0004745807,0.0003426438,0.000548097,0.000147134,0.0005698431,0.001232311,0.0006302635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046509,"about_ca_system_score_gemma":0.003571901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001289208,"about_ca_topic_score_gemma":0.0001544992,"domain_scores_codex":[0.9942905,0.0006534696,0.001115968,0.001109976,0.0008956734,0.001934439],"domain_scores_gemma":[0.9951624,0.001062309,0.0003439092,0.001136519,0.001361872,0.0009330504],"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":[0.0004915848,0.007489677,0.3580509,0.004268732,0.002380293,0.004075676,0.2004605,0.0001507898,0.005466181,0.3647162,0.04141083,0.01103865],"study_design_scores_gemma":[0.003736174,0.001235799,0.02900633,0.004098854,0.001905376,0.000590274,0.1134359,0.01805104,0.002948717,0.003095964,0.8185567,0.003338851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695702,0.0163685,0.0007131012,0.0009593166,0.00263085,0.001037764,0.0007796389,0.000193157,0.007747459],"genre_scores_gemma":[0.9791837,0.001599643,0.001315775,0.00104138,0.004071666,0.0001006447,0.0001669859,0.0001797536,0.0123404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7771459,"threshold_uncertainty_score":0.999606,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2976302989","doi":"10.34019/1982-2243.2017.v21.28006","title":"Refletindo sobre causas para o descompasso entre a formação docente e as demandas do aluno de educação básica","year":2019,"lang":"pt","type":"article","venue":"Veredas - Revista de Estudos Linguísticos","topic":"Education Pedagogy and Practices","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":"Discovery Air (Canada)","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"Alessandra Baldo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04668408893874607,"gpt":0.3909586206125037,"spread":0.3442745316737576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003629435,0.0008739901,0.001107564,0.0002970661,0.001611869,0.001523759,0.001445827,0.0007811565,0.009202427],"category_scores_gemma":[0.00385128,0.0009129603,0.0005102519,0.001039104,0.0004142781,0.0008926583,0.0003311581,0.001689191,0.007134127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009350549,"about_ca_system_score_gemma":0.005587752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001626565,"about_ca_topic_score_gemma":0.000270476,"domain_scores_codex":[0.9921329,0.00194736,0.001267511,0.001296649,0.001248432,0.002107161],"domain_scores_gemma":[0.9932053,0.002562261,0.001319592,0.001213259,0.0005476328,0.001151945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00170056,0.004176678,0.5502023,0.002051996,0.00177844,0.000368936,0.2801452,0.0002435934,0.0004920626,0.07156523,0.06011196,0.02716315],"study_design_scores_gemma":[0.001885848,0.000594934,0.02044968,0.00167665,0.00120142,0.0001548117,0.03529851,0.0004426592,0.0001726397,0.002026123,0.9346447,0.001451995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348706,0.008874726,0.0004051029,0.008785188,0.003255055,0.002284857,0.0001255799,0.0002574387,0.04114147],"genre_scores_gemma":[0.9683529,0.003948532,0.000506096,0.001949155,0.001748687,0.0001145294,0.00006298679,0.0001119805,0.02320515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8745328,"threshold_uncertainty_score":0.9996879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2976318345","doi":"10.34019/1982-2243.2018.v22.27950","title":"Estudo acústico experimental da aquisição de onset complexo","year":2019,"lang":"pt","type":"article","venue":"Veredas - Revista de Estudos Linguísticos","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Adidas (Canada)","funders":"","keywords":"Physics; Humanities; Philosophy","authors":[{"name":"Mariane Garin Belando","is_ca":false},{"name":"Cristiane Lazzarotto Volcão","is_ca":true},{"name":"Izabel Christine Seara","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0488261906047486,"gpt":0.3733141056565531,"spread":0.3244879150518045,"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":[0.001768461,0.001081429,0.00156246,0.0004864893,0.0005224203,0.0006647758,0.001949251,0.0009330437,0.01017081],"category_scores_gemma":[0.0006620002,0.001069124,0.0004881669,0.0007920174,0.0006785374,0.0001039661,0.0008074241,0.002195731,0.01326246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007992639,"about_ca_system_score_gemma":0.0009205243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007983506,"about_ca_topic_score_gemma":0.00002399416,"domain_scores_codex":[0.991649,0.001561386,0.001308667,0.001796797,0.0008624743,0.002821633],"domain_scores_gemma":[0.9941724,0.001570772,0.0004888207,0.002440539,0.0002762121,0.001051249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003944691,0.009935661,0.7892159,0.001248761,0.003282686,0.002817026,0.06356388,0.0002721401,0.0542913,0.01220372,0.05554707,0.003677115],"study_design_scores_gemma":[0.01798698,0.008719916,0.7714398,0.001884341,0.001259457,0.002341037,0.008187552,0.01924557,0.005487665,0.001131279,0.1576491,0.004667265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803333,0.009931951,0.0005547156,0.0005463363,0.002393958,0.002166976,0.0006049007,0.0001992239,0.0032687],"genre_scores_gemma":[0.9890015,0.000346043,0.0006869566,0.001180361,0.0007508679,0.0001880018,0.0001721312,0.0002616614,0.007412541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1021021,"threshold_uncertainty_score":0.9991759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2986144899","doi":"10.34019/1982-2243.2017.v21.28186","title":"O papel da cultura na construção do género textual telejornal: uma abordagem interacionista sócio-discursiva","year":2019,"lang":"pt","type":"article","venue":"Veredas - Revista de Estudos Linguísticos","topic":"Linguistics and Education Research","field":"Arts and Humanities","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 Linguistic Association","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Humanities; Philosophy","authors":[{"name":"Milana Morozova","is_ca":true},{"name":"Helena Rodeiro","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03310505826022811,"gpt":0.3133569514504131,"spread":0.280251893190185,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001075883,0.001052264,0.001249274,0.0004191135,0.001470132,0.00676289,0.00144655,0.0004350766,0.01869264],"category_scores_gemma":[0.002311554,0.0009374529,0.000547576,0.0003577911,0.0007864207,0.000295059,0.0006254886,0.002226513,0.008181395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000588751,"about_ca_system_score_gemma":0.00126978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004942284,"about_ca_topic_score_gemma":0.00004808002,"domain_scores_codex":[0.9934903,0.0004489288,0.00161422,0.001414855,0.001282478,0.001749186],"domain_scores_gemma":[0.9941145,0.0009833563,0.0007355082,0.001557648,0.001763675,0.0008452696],"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":[0.0006609127,0.002764289,0.05162084,0.003359861,0.001689272,0.0004705991,0.0687654,0.0001064852,0.0003997555,0.7553063,0.1001746,0.0146817],"study_design_scores_gemma":[0.002144463,0.0008011551,0.003270456,0.002354906,0.0005429809,0.00009244359,0.03386708,0.003145782,0.00006534317,0.0005832411,0.9514158,0.001716378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9206287,0.008347813,0.0002914605,0.001601563,0.008347195,0.003189462,0.001973586,0.0003689977,0.05525124],"genre_scores_gemma":[0.9443551,0.0005094917,0.0002324145,0.0008130426,0.003946074,0.00007150851,0.0003231733,0.0001933481,0.04955589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8512412,"threshold_uncertainty_score":0.9998298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}