{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"6acf859f0372","filters":{"venue":"Ambiente & Educação"}},"results":[{"id":"W3016602486","doi":"10.14295/ambeduc.v25i1.11117","title":"La resistencia social en contexto de conflicto socio-ecológico: un crisol de desarrollo de las dimensiones crítica y política de la educación ambiental","year":2020,"lang":"es","type":"article","venue":"Ambiente & Educação","topic":"Social Issues and Sustainability","field":"Social Sciences","cited_by":5,"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 Montréal","funders":"","keywords":"Humanities; Political science; Sociology; Art","authors":[{"name":"Isabel Orellana","is_ca":true},{"name":"Laurence Brière","is_ca":true},{"name":"Felipe Rodríguez Arancibia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02560632746348003,"gpt":0.3828513958111479,"spread":0.3572450683476679,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003792613,0.0007233532,0.001050433,0.0001250551,0.002694373,0.0008252788,0.001087332,0.001257161,0.0007692812],"category_scores_gemma":[0.004545261,0.0008196033,0.000855968,0.0009035071,0.002650076,0.000351923,0.0004436124,0.001354201,0.0001505384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002825677,"about_ca_system_score_gemma":0.0051973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01680932,"about_ca_topic_score_gemma":0.0005277898,"domain_scores_codex":[0.988626,0.00591479,0.0008571101,0.001113395,0.0009518568,0.002536859],"domain_scores_gemma":[0.9948511,0.00233948,0.0003820617,0.0004183712,0.0004416057,0.001567357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008003287,0.002546164,0.1927025,0.0003627033,0.0004782976,0.0003655278,0.7008856,0.00000909475,0.005194351,0.0626637,0.02547036,0.008521342],"study_design_scores_gemma":[0.002224669,0.0005183812,0.1929227,0.0001420717,0.0007327228,0.00003916005,0.5006059,0.0002183229,0.001117535,0.01311085,0.2870707,0.001297115],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9284551,0.001020668,0.00008848484,0.06108648,0.0006322654,0.0009243509,0.00009372144,0.0002586967,0.007440303],"genre_scores_gemma":[0.9879156,0.0004636505,0.0007218748,0.006841438,0.00216377,0.0001481033,0.00001769282,0.0001252368,0.001602684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2616003,"threshold_uncertainty_score":0.9994255,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2798047940","doi":"10.14295/ambeduc.v25i2.8536","title":"Pescadores e botos: histórias de uma conexão em rede","year":2020,"lang":"pt","type":"article","venue":"Ambiente & Educação","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Exhibition; Photography; Art; Humanities; Geography; Visual arts","authors":[{"name":"Elisa Berlitz Ilha","is_ca":false},{"name":"Camila Thiesen Rigon","is_ca":false},{"name":"Dandara Rodrigues Dorneles","is_ca":false},{"name":"Yuri Roxo De Camargo","is_ca":false},{"name":"Eunice Aita Isaia Kindel","is_ca":false},{"name":"Ignacio B. Moreno","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05674811761402782,"gpt":0.2604972919059659,"spread":0.2037491742919381,"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":[0.0001779715,0.0005767395,0.000618002,0.00006356666,0.0008660214,0.0008786337,0.0005780024,0.0001926014,0.02249815],"category_scores_gemma":[0.0000997623,0.0005071214,0.0004333984,0.0001322958,0.0002867855,0.000420197,0.0002044418,0.0006056609,0.001949922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001494873,"about_ca_system_score_gemma":0.0002002893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001277211,"about_ca_topic_score_gemma":0.001205256,"domain_scores_codex":[0.9969817,0.0001516275,0.0006607498,0.0007620447,0.000437702,0.001006122],"domain_scores_gemma":[0.9983475,0.00005686894,0.0002752338,0.0004495712,0.0001847287,0.0006861465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002117225,0.0004422402,0.0005164069,0.0003706136,0.0002193147,0.0001214294,0.3170006,0.000003373357,0.001406533,0.0477093,0.6230281,0.008970334],"study_design_scores_gemma":[0.000760717,0.0005273062,0.001047465,0.0002350647,0.0001628398,0.00001817402,0.1233497,0.0003129929,0.0003546628,0.0001702865,0.8723656,0.0006952056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9086405,0.008089487,0.00002015802,0.01656974,0.004457154,0.0008152482,0.0004171694,0.0003438562,0.06064671],"genre_scores_gemma":[0.8933834,0.0003456174,0.00005372331,0.009596059,0.003382828,0.00004723527,0.00008853433,0.00009170973,0.09301083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2493375,"threshold_uncertainty_score":0.999738,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391435830","doi":"10.14295/ambeduc.v28i2.15746","title":"Percepção Ambiental","year":2023,"lang":"pt","type":"article","venue":"Ambiente & Educação","topic":"Environmental Sustainability and Education","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"","keywords":"Psychology","authors":[{"name":"Michelle Luise da Silva Soares Silveira","is_ca":false},{"name":"Gleice Azambuja Elali","is_ca":false},{"name":"Douglas D. Karrow","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01815443733295278,"gpt":0.2772232513381113,"spread":0.2590688140051585,"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":[0.0007640243,0.0005452133,0.000374328,0.000210192,0.0008211475,0.0001638973,0.0007341127,0.0002732361,0.02290154],"category_scores_gemma":[0.000127205,0.0006039995,0.0003265124,0.001640887,0.0008064912,0.0007153163,0.0008790944,0.0005349524,0.07647867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001682012,"about_ca_system_score_gemma":0.00009129125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001713036,"about_ca_topic_score_gemma":0.000173761,"domain_scores_codex":[0.9953566,0.0002332577,0.0006056784,0.001295,0.0009502798,0.001559204],"domain_scores_gemma":[0.9980472,0.0001043834,0.0001746822,0.001022696,0.00001507652,0.0006359179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001116499,0.00287784,0.5205541,0.0002226672,0.00008654842,0.00008600294,0.03904202,0.0008812927,0.01412541,0.0002146658,0.3590477,0.06275001],"study_design_scores_gemma":[0.0005075616,0.0003057289,0.8280092,0.00006852235,0.00008045723,0.00003035434,0.05273936,0.0008502376,0.001306398,0.0004795127,0.1148357,0.0007869236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829366,0.000185578,0.00002273699,0.005625615,0.004373896,0.0008129117,0.00007158716,0.0002579733,0.005713153],"genre_scores_gemma":[0.9046592,0.0003673921,0.00005450623,0.0009287883,0.0003147389,0.00009985296,0.0002085007,0.00008048546,0.09328653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3074551,"threshold_uncertainty_score":0.9996411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409657969","doi":"10.63595/ambeduc.v29i1.16362","title":"Monitoramento de CO² em ambientes internos escolares e sensibilização sobre as problemáticas ambientais pós-pandemia","year":2024,"lang":"pt","type":"article","venue":"Ambiente & Educação","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Calgary","funders":"Universidade Tecnológica Federal do Paraná; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Physics; Geography","authors":[{"name":"Caroline Bomfim","is_ca":false},{"name":"Eloíza Cristiane Torres","is_ca":false},{"name":"Gwendolyn Blue","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01208939555859921,"gpt":0.3049134955777073,"spread":0.2928241000191081,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00140588,0.001210016,0.0008158721,0.000357168,0.0007574025,0.001483824,0.001175192,0.0005674594,0.0114584],"category_scores_gemma":[0.0004554928,0.001237989,0.0007006726,0.001289675,0.00123086,0.001221459,0.001286356,0.001545203,0.009784102],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005633869,"about_ca_system_score_gemma":0.0006136798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003669079,"about_ca_topic_score_gemma":0.0006771346,"domain_scores_codex":[0.9914381,0.0006798598,0.001408114,0.002659135,0.001527964,0.002286843],"domain_scores_gemma":[0.996188,0.0002868392,0.0002888425,0.001697398,0.00007319709,0.001465681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004891193,0.00904186,0.5196779,0.002389022,0.0008015029,0.0009013037,0.1416691,0.0005824265,0.03113651,0.001103107,0.1678932,0.1243149],"study_design_scores_gemma":[0.002848689,0.003257244,0.2024267,0.003437823,0.001347783,0.0009938498,0.3808903,0.01388444,0.03446336,0.006307536,0.345243,0.004899278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798337,0.00304116,0.0003930373,0.005404084,0.005393005,0.00237235,0.000156762,0.0004401361,0.002965773],"genre_scores_gemma":[0.9375364,0.0005426587,0.0004052776,0.0023674,0.0003643107,0.0002897936,0.0001145375,0.0002056976,0.0581739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3172513,"threshold_uncertainty_score":0.9995527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}