{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"28843a712a26","filters":{"venue":"Brazilian Symposium on GeoInformatics"}},"results":[{"id":"W2294188153","doi":"","title":"DM4VGI: A template with dynamic metadata for documenting and validating the quality of Volunteered Geographic Information","year":2013,"lang":"en","type":"article","venue":"Brazilian Symposium on GeoInformatics","topic":"Geographic Information Systems Studies","field":"Social 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":"University of the Fraser Valley","funders":"","keywords":"Volunteered geographic information; Metadata; Interoperability; Computer science; Documentation; World Wide Web; Geospatial metadata; Geographic information system; Quality (philosophy); Data quality; Geospatial analysis; Information retrieval; Data science; Metadata repository; Geography; Meta Data Services; Engineering; Cartography","authors":[{"name":"Wagner Dias de Souza","is_ca":false},{"name":"Jugurta Lisboa Filho","is_ca":false},{"name":"Jarbas Nunes Vidal Filho","is_ca":true},{"name":"Jean H. S. Câmara","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01706661150624455,"gpt":0.2982780790254665,"spread":0.281211467519222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002949467,0.0002355492,0.0003855805,0.0003290035,0.001339792,0.0007123536,0.0004117699,0.0001078451,0.00001985383],"category_scores_gemma":[0.0003644663,0.0001599061,0.0001054049,0.0005726887,0.0004800611,0.005198224,0.0001149115,0.0001381329,0.00002861138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004263228,"about_ca_system_score_gemma":0.00008798634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00246422,"about_ca_topic_score_gemma":0.0009238088,"domain_scores_codex":[0.9972007,0.0001217617,0.001232754,0.00012065,0.0008318775,0.0004922794],"domain_scores_gemma":[0.996705,0.0006845252,0.001289788,0.0004359185,0.0007806453,0.0001041091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003554468,0.0001792595,0.1168949,0.006010708,0.001806122,3.874847e-7,0.4845499,0.002152628,0.0002393238,0.3429331,0.007303059,0.03757515],"study_design_scores_gemma":[0.007365457,0.001054847,0.170948,0.001113093,0.0004694526,0.00002514786,0.5955908,0.03193705,0.0002399379,0.004884188,0.1841339,0.002238166],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9263309,0.00007978182,0.01200378,0.005921998,0.000426678,0.006696838,0.0002582055,0.0002591781,0.04802263],"genre_scores_gemma":[0.9951057,0.00008446004,0.003471921,0.0004270114,0.00002715018,0.000322549,0.00009188257,0.00001167818,0.0004576749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3380489,"threshold_uncertainty_score":0.9999603,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W31871017","doi":"10.1136/jech-2019-213357","title":"Heuristics to Site Observers in a Terrain Represented by a Digital Elevation Matrix.","year":2010,"lang":"en","type":"article","venue":"Brazilian Symposium on GeoInformatics","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Canadian Institutes of Health Research; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Canada Research Chairs","keywords":"Digital elevation model; Elevation (ballistics); Terrain; Heuristics; Computer science; Matrix (chemical analysis); Remote sensing; Geography; Mathematics; Cartography","authors":[{"name":"Salles V. G. Magalhães","is_ca":false},{"name":"Marcus V. A. Andrade","is_ca":false},{"name":"Chaulio R. Ferreira","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005176499113223808,"gpt":0.2362771326221698,"spread":0.231100633508946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003503281,0.000230614,0.0001999407,0.0003630846,0.00008997603,0.0009719051,0.00116068,0.00008712699,0.00001356197],"category_scores_gemma":[0.0001723719,0.0002282092,0.00005984562,0.0007573575,0.00003285251,0.002455547,0.000518692,0.0002548489,0.000585558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004838469,"about_ca_system_score_gemma":0.00003497804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003327751,"about_ca_topic_score_gemma":0.00004605737,"domain_scores_codex":[0.9981213,0.00001685804,0.0005830488,0.0003213646,0.0005063191,0.0004511326],"domain_scores_gemma":[0.9984385,0.0000789052,0.0001621092,0.001063705,0.00006204643,0.0001947147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000179664,0.001570508,0.0263185,0.0005723732,0.0001266419,0.000174367,0.01984174,0.005277494,0.007404874,0.1024103,0.6792303,0.1568933],"study_design_scores_gemma":[0.001648956,0.0003685222,0.006328513,0.00009645358,0.00001091909,0.00001813257,0.0002843152,0.705602,0.0006319919,0.0009053114,0.2831884,0.0009165097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5905159,0.000009106431,0.3499705,0.01105478,0.00228294,0.002284136,0.0006305267,0.0009295932,0.04232259],"genre_scores_gemma":[0.8810139,0.00002135991,0.09986366,0.005243012,0.0002428296,0.0001044728,0.001311415,0.00006865402,0.01213069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7003245,"threshold_uncertainty_score":0.9372104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}