{"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":"ceb40c94dab8","filters":{"venue":"Perspectivas em Ciência da Informação"}},"results":[{"id":"W2065823940","doi":"10.1590/s1413-99362011000100003","title":"A organização do conhecimento arquivístico: perspectivas de renovação a partir das abordagens científicas canadenses","year":2011,"lang":"pt","type":"article","venue":"Perspectivas em Ciência da Informação","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","authors":[{"name":"Natália Bolfarini Tognoli","is_ca":false},{"name":"José Augusto Chaves Guimarães","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05221594823361295,"gpt":0.2563258774401599,"spread":0.204109929206547,"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":[0.0004769904,0.001233351,0.0009734248,0.0008451017,0.00172511,0.001984091,0.001236916,0.0001632716,0.01259181],"category_scores_gemma":[0.0002450573,0.001194752,0.0006202464,0.0006550088,0.0009194429,0.001833523,0.0006737554,0.0008809753,0.00215596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269092,"about_ca_system_score_gemma":0.000796153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00324626,"about_ca_topic_score_gemma":0.002009101,"domain_scores_codex":[0.9939032,0.000126445,0.001290944,0.001249894,0.001288294,0.002141239],"domain_scores_gemma":[0.9963317,0.0001769688,0.0006198209,0.001153809,0.0006801729,0.001037565],"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":[0.0003267051,0.001249689,0.0003222227,0.0001906487,0.0008949058,0.0003473034,0.3476162,0.00001658564,0.00003359784,0.6143413,0.03181989,0.002840935],"study_design_scores_gemma":[0.00361352,0.002176035,0.02669616,0.000655019,0.001324758,0.0003698149,0.5349357,0.0006376847,0.0007167407,0.03135729,0.3937774,0.003739943],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1803302,0.001038042,0.0004489641,0.001590512,0.001860293,0.001690353,0.001847055,0.0006395718,0.810555],"genre_scores_gemma":[0.9679288,0.0002355739,0.0002094488,0.001565906,0.0009975855,0.0001416579,0.0001850797,0.0001754294,0.02856058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7875985,"threshold_uncertainty_score":0.9995745,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1930841095","doi":"10.1590/s1413-99362011000300002","title":"Expanding the concept of Ba: managing enabling contexts in knowledge organizations","year":2011,"lang":"pt","type":"article","venue":"Perspectivas em Ciência da Informação","topic":"Knowledge Management and Sharing","field":"Social 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":"University of Toronto","funders":"","keywords":"Knowledge management; Knowledge sharing; Context (archaeology); Computer science; Sine qua non; Knowledge transfer; Political science","authors":[{"name":"Rivadávia Correa Drummond de Alvarenga Neto","is_ca":true},{"name":"Chun Wei Choo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05376716974240976,"gpt":0.3119431429885853,"spread":0.2581759732461755,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001531459,0.0003726622,0.0005168729,0.0006224004,0.001104744,0.0002631154,0.001142202,0.0001942505,0.001582587],"category_scores_gemma":[0.0007521701,0.0003282874,0.0001772065,0.003344423,0.0004409166,0.001259026,0.000649874,0.0005243865,0.0002151791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005424492,"about_ca_system_score_gemma":0.0003096099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001508074,"about_ca_topic_score_gemma":0.007545553,"domain_scores_codex":[0.997146,0.0002033067,0.0008917021,0.0004261149,0.0004748116,0.0008581411],"domain_scores_gemma":[0.99808,0.0002560929,0.0004485765,0.0005037539,0.000559204,0.0001524113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002330076,0.0001675904,0.01595182,0.00006966491,0.00009560331,0.000006188441,0.8785273,0.00003496903,0.00002795258,0.09570912,0.0006538294,0.008732669],"study_design_scores_gemma":[0.001207147,0.00008708483,0.0149598,0.0004771598,0.0001366658,0.000002030655,0.9734225,0.001316351,0.001101466,0.001564403,0.005086215,0.0006391244],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2123052,0.006079345,0.002832579,0.0004899166,0.002416196,0.001827438,0.00002131395,0.0002472055,0.7737808],"genre_scores_gemma":[0.9918856,0.000308917,0.00004379652,0.00007139787,0.0003161552,0.00002771989,0.000007679567,0.0000409828,0.007297723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7795804,"threshold_uncertainty_score":0.9999169,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1499736535","doi":"","title":"Modelagem de dados como ferramenta de análise de padrões de metadados em bibliotecas digitais: o padrão de metadados brasileiro para teses e dissertações segundo o modelo entidade-relacionamento","year":2006,"lang":"pt","type":"article","venue":"Perspectivas em Ciência da Informação","topic":"Information Science and Libraries","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Philosophy; Political science","authors":[{"name":"Cíntia de Azevedo Lourenço","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03974642979813717,"gpt":0.2940013597633143,"spread":0.2542549299651771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaepi_narrow","scholarly_communication"],"category_scores_codex":[0.003108735,0.001641677,0.001419939,0.003054223,0.002292088,0.01228981,0.004483696,0.0008674307,0.0002839063],"category_scores_gemma":[0.0005853178,0.001610342,0.001015205,0.005984596,0.0005756873,0.0229783,0.001492732,0.001560571,0.0002278308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003004981,"about_ca_system_score_gemma":0.004179829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002799565,"about_ca_topic_score_gemma":0.0003617875,"domain_scores_codex":[0.9889674,0.0004949849,0.002325429,0.001412262,0.002453195,0.004346741],"domain_scores_gemma":[0.9938079,0.0006242938,0.001240455,0.002192755,0.0006500634,0.001484505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009674109,0.002727544,0.04990782,0.0009368304,0.00138415,0.0004831708,0.4350094,0.2687746,0.005449207,0.1806639,0.02201291,0.03168303],"study_design_scores_gemma":[0.002150593,0.0003568109,0.01288173,0.0003515763,0.0003462897,0.0006738294,0.0716566,0.8772588,0.01917501,0.01043549,0.002540543,0.002172716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4431857,0.001127226,0.5482482,0.001726208,0.0002898419,0.001096186,0.0002207629,0.0007630307,0.003342848],"genre_scores_gemma":[0.9705914,0.0003773553,0.02211652,0.003469301,0.0002900237,0.0003560698,0.0001168768,0.0001273654,0.002555033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6084842,"threshold_uncertainty_score":0.9996331,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2046420393","doi":"10.1590/s1413-99362012000100011","title":"Uma análise da contribuição da biblioteca da Fundacentro na produção científica em segurança e saúde no trabalho","year":2012,"lang":"pt","type":"article","venue":"Perspectivas em Ciência da Informação","topic":"Information Science and Libraries","field":"Computer Science","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 British Columbia","funders":"","keywords":"Humanities; Physics; Philosophy","authors":[{"name":"Mauro Maia Laruccia","is_ca":false},{"name":"Sergio Roberto Cosmano","is_ca":false},{"name":"Roberta Galasso Nardi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03571885556968222,"gpt":0.2745848510524602,"spread":0.238865995482778,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"category_scores_codex":[0.003620517,0.001661673,0.001553943,0.003784965,0.002924035,0.01086065,0.004990569,0.0008001396,0.002635339],"category_scores_gemma":[0.001334428,0.001519952,0.0008728298,0.01223678,0.000864516,0.03760321,0.001933962,0.001885187,0.007407963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076627,"about_ca_system_score_gemma":0.001942268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001422657,"about_ca_topic_score_gemma":0.0000303803,"domain_scores_codex":[0.9870055,0.0003151117,0.002687126,0.001569174,0.003870078,0.004552987],"domain_scores_gemma":[0.9906797,0.0004124468,0.001686508,0.003278745,0.00193885,0.002003793],"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":[0.0009603508,0.001859918,0.009147791,0.0007395875,0.0005763884,0.00006706003,0.5740324,0.0007416929,0.0008816856,0.1312631,0.1574066,0.1223234],"study_design_scores_gemma":[0.008491511,0.001469238,0.03373957,0.0006381046,0.0003095351,0.0007356131,0.09353042,0.1072161,0.007367055,0.0003710377,0.7400901,0.006041729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6219563,0.009425521,0.1157934,0.01174333,0.03625771,0.01149481,0.002126181,0.004737465,0.1864652],"genre_scores_gemma":[0.9867287,0.0002853648,0.002345639,0.003820523,0.001876957,0.0001596843,0.0001784813,0.0001012872,0.004503338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5826835,"threshold_uncertainty_score":0.999613,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2510257247","doi":"10.1590/1981-5344/2671","title":"Desenhando informação na sala de aula: a participação brasileira na coleta de dados do projeto internacional iSquare","year":2016,"lang":"pt","type":"article","venue":"Perspectivas em Ciência da Informação","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Humanities; Sociology; Art","authors":[{"name":"Lucas Almeida Serafim","is_ca":false},{"name":"Adriana Carla Silva de Oliveira","is_ca":false},{"name":"Jenna Hartel","is_ca":true},{"name":"Gustavo Henrique de Araújo Freire","is_ca":false},{"name":"Guilherme Ataíde Dias","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05289383388245762,"gpt":0.3225979062385815,"spread":0.2697040723561239,"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":[0.001662725,0.001094797,0.0010649,0.0006692542,0.001722909,0.001577491,0.001273238,0.0004823495,0.01568587],"category_scores_gemma":[0.001194773,0.000819171,0.0006685122,0.0003745231,0.001366411,0.002290288,0.0008744206,0.001120546,0.003042284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002494582,"about_ca_system_score_gemma":0.002053823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008342429,"about_ca_topic_score_gemma":0.0006842038,"domain_scores_codex":[0.9927843,0.0003409048,0.001502309,0.0008503291,0.001627976,0.002894175],"domain_scores_gemma":[0.9953199,0.0007445253,0.0005992745,0.001023767,0.001139512,0.001173003],"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":[0.002841624,0.001161065,0.05003501,0.0008254321,0.001525109,0.0003969004,0.3926926,0.00003152249,0.0009084381,0.4313507,0.02245737,0.09577417],"study_design_scores_gemma":[0.01416817,0.0043859,0.0383626,0.004709828,0.0008879445,0.0008389222,0.7714632,0.01469642,0.005261136,0.003132446,0.1368777,0.005215739],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.783941,0.001548271,0.03483147,0.001717346,0.0006740245,0.002998736,0.001790084,0.0006866036,0.1718125],"genre_scores_gemma":[0.9703447,0.0002599299,0.0001553729,0.0006301016,0.0009315519,0.0004521642,0.00005750174,0.0001406546,0.027028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4282183,"threshold_uncertainty_score":0.9995767,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3128717350","doi":"10.1590/1981-5344/4078","title":"Flujos de información y conocimiento en el servicio de referenciación de una biblioteca universitaria","year":2020,"lang":"es","type":"article","venue":"Perspectivas em Ciência da Informação","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"McGill University","keywords":"Humanities; Political science; Philosophy","authors":[{"name":"Fredy Eduardo Vásquez‐Rizo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02208810587119648,"gpt":0.2856203302282945,"spread":0.263532224357098,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001403879,0.0007900209,0.000711591,0.001521717,0.000798824,0.001587896,0.00298924,0.0005335587,0.0003532924],"category_scores_gemma":[0.0005130946,0.0008798869,0.0003982404,0.004516915,0.0001944064,0.002431912,0.002246423,0.001545437,0.001388421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002592938,"about_ca_system_score_gemma":0.00179431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223373,"about_ca_topic_score_gemma":0.0001110518,"domain_scores_codex":[0.9953108,0.0003072341,0.0008040095,0.0008482131,0.0008339813,0.001895742],"domain_scores_gemma":[0.9965295,0.000221869,0.0004732758,0.001047422,0.0005372798,0.001190667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003974788,0.0003846028,0.02996916,0.001376831,0.0008593089,0.0003334082,0.4960766,0.02219843,0.0004597891,0.3652214,0.02858527,0.05413768],"study_design_scores_gemma":[0.003723339,0.001377174,0.03387342,0.0006039893,0.0003541344,0.0001269735,0.08567353,0.6681555,0.001800165,0.001802927,0.2001761,0.002332805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4801712,0.001347783,0.2227192,0.01926349,0.001029192,0.001627484,0.0001181127,0.002297837,0.2714257],"genre_scores_gemma":[0.9863484,0.0005985155,0.006722185,0.004676941,0.0006196904,0.00002583237,0.000031803,0.00006521763,0.0009114158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6459571,"threshold_uncertainty_score":0.9994485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}