{"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":"8e98c8b64aac","filters":{"venue":"Università di Firenze - Italian Journal of Library and Information Science"}},"results":[{"id":"W2581831498","doi":"10.4403/jlis.it-12052","title":"Aiutare le riviste a migliorare la loro qualitÃ  editoriale: un'analisi dei dati sugli effetti dei nuovi criteri di DOAJ","year":2017,"lang":"en","type":"article","venue":"Università di Firenze - Italian Journal of Library and Information Science","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science; Quality (philosophy); Information retrieval; Data science; Philosophy","authors":[{"name":"Andrea Marchitelli","is_ca":false},{"name":"Paola Galimberti","is_ca":false},{"name":"Andrea Bollini","is_ca":false},{"name":"Dominic Mitchell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03591103344717384,"gpt":0.3392527053109323,"spread":0.3033416718637584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.00414311,0.0002325506,0.0004171985,0.001043878,0.002112006,0.01074839,0.005941468,0.0001786489,0.0002249988],"category_scores_gemma":[0.003711895,0.0001792354,0.0001534461,0.001317761,0.001168446,0.221229,0.001126567,0.0005253807,0.00003099154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003679432,"about_ca_system_score_gemma":0.000811543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002364776,"about_ca_topic_score_gemma":7.693266e-7,"domain_scores_codex":[0.9956826,0.0002701738,0.001123132,0.0003149952,0.002216327,0.0003927941],"domain_scores_gemma":[0.9952304,0.0007214064,0.002161347,0.0007300182,0.0005497164,0.0006071096],"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":[0.0008921519,0.0001396148,0.1576049,0.0001137439,0.0001285066,0.0002982404,0.03208537,0.0004650433,0.0003065764,0.08629764,0.6125391,0.1091291],"study_design_scores_gemma":[0.001886604,0.0001843492,0.08987707,0.0003185142,0.00004024266,0.0002107285,0.01605074,0.001675317,0.001801378,0.005838824,0.8815585,0.000557763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8898742,0.0003540675,0.005178229,0.01324891,0.007308848,0.000229982,0.0002566035,0.000062266,0.08348688],"genre_scores_gemma":[0.9966694,0.0001373886,0.0006516125,0.0005940284,0.0008258399,4.479863e-7,0.00001566528,0.000007488049,0.001098202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2690193,"threshold_uncertainty_score":0.9994369,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2156317276","doi":"10.4403/jlis.it-12","title":"The long-term preservation of the digital heritage: the case of universities institutional repositories","year":2010,"lang":"en","type":"article","venue":"Università di Firenze - Italian Journal of Library and Information Science","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":26,"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":"Term (time); Digital preservation; Business; Computer science; World Wide Web","authors":[{"name":"Luciana Duranti","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009887894873675645,"gpt":0.1776437351907918,"spread":0.1677558403171162,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001075741,0.00005166025,0.00005696836,0.00009358466,0.0008058102,0.0004185597,0.0004329047,0.000007298331,0.00001728893],"category_scores_gemma":[0.0000158974,0.00002688771,0.00005714465,0.0001369302,0.002270729,0.03134331,0.000161177,0.00009803077,5.330127e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005997841,"about_ca_system_score_gemma":0.000154711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000371634,"about_ca_topic_score_gemma":0.000002776612,"domain_scores_codex":[0.9994164,0.00001165484,0.0002304793,0.00003623362,0.0002359481,0.00006927025],"domain_scores_gemma":[0.999307,0.00008802479,0.0003563283,0.0001025918,0.0001101255,0.00003596995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003579654,0.00001467791,0.0008069488,0.00001919805,0.00001805433,0.000009856058,0.007704113,0.00002673622,0.00001136964,0.9882979,0.0002288689,0.002826458],"study_design_scores_gemma":[0.001429677,0.0007382253,0.4139381,0.0004044934,0.0001309452,0.001620204,0.182044,0.001070122,0.001720911,0.02474205,0.3717275,0.00043374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8545039,0.00001247022,0.00001688139,0.001329108,0.0004015816,0.00005545115,0.00008524685,0.000003690243,0.1435917],"genre_scores_gemma":[0.9979715,0.00001585756,0.00001229015,0.00004746452,0.00005704844,1.307523e-7,0.000004702313,0.000001000137,0.001890021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9635559,"threshold_uncertainty_score":0.9822048,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2379964307","doi":"10.4403/jlis.it-11706","title":"The Making of RDA","year":2016,"lang":"en","type":"article","venue":"Università di Firenze - Italian Journal of Library and Information Science","topic":"Library Science and Information Systems","field":"Computer 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":"University of Ottawa","funders":"","keywords":"Humanities; Art","authors":[{"name":"Tom Delsey","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008938412528457972,"gpt":0.191360808174882,"spread":0.182422395646424,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006252623,0.0000747696,0.0001106344,0.0004394411,0.0004100728,0.0005994644,0.001842837,0.00002451163,0.00001689946],"category_scores_gemma":[0.00006022723,0.00003854404,0.00005412615,0.001201282,0.0005100625,0.2112706,0.0003252804,0.00005698834,0.00001251719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001194177,"about_ca_system_score_gemma":0.0003311185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.37997e-7,"about_ca_topic_score_gemma":9.186347e-9,"domain_scores_codex":[0.998612,0.0000317864,0.0005426272,0.00006899819,0.0005585002,0.0001861194],"domain_scores_gemma":[0.9986554,0.0001010226,0.0007765714,0.0002358472,0.000137694,0.00009341836],"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":[0.00004225191,0.00001070362,0.007348331,0.00002237337,0.00001416499,0.00000418428,0.01176236,0.00003422378,0.0007178372,0.8526464,0.005999674,0.1213976],"study_design_scores_gemma":[0.001421788,0.0006666139,0.03117745,0.0005264984,0.000005440108,0.0004113401,0.01212644,0.007612969,0.01707947,0.002994024,0.9255812,0.0003968029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4250257,0.0005015337,0.2529854,0.05553779,0.003586715,0.0004443066,0.00003095718,0.0001541291,0.2617335],"genre_scores_gemma":[0.9974427,0.0001446001,0.001466241,0.00057405,0.00002401211,1.352228e-7,1.976552e-7,0.000001114966,0.0003469233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9195815,"threshold_uncertainty_score":0.7997609,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3031636266","doi":"10.4403/jlis.it-12624","title":"Dentro i significati. L'utilità di un registro di ontologie nel settore dei beni culturali","year":2020,"lang":"it","type":"article","venue":"Università di Firenze - Italian Journal of Library and Information Science","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Regione Emilia-Romagna; Consiglio Nazionale delle Ricerche; Koninklijke Nederlandse Akademie van Wetenschappen; Àrainneachd Eachdraidheil Alba; U.S. National Library of Medicine; University of Alberta; Research Committee, Aristotle University of Thessaloniki; Norges Teknisk-Naturvitenskapelige Universitet; North Carolina State University","keywords":"Geography","authors":[{"name":"Chiara Veninata","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02405488341896616,"gpt":0.2157160929487416,"spread":0.1916612095297754,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0004064893,0.000368643,0.0005049502,0.0004340027,0.0008640731,0.001760165,0.00315813,0.000161634,0.0001006189],"category_scores_gemma":[0.0003390819,0.0003019736,0.0002216561,0.001955055,0.00122046,0.07891732,0.0008488648,0.0004738182,0.00004366587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000639065,"about_ca_system_score_gemma":0.0007226321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005361664,"about_ca_topic_score_gemma":1.955516e-7,"domain_scores_codex":[0.9968181,0.0001349486,0.001024005,0.0004025798,0.0009864224,0.0006339643],"domain_scores_gemma":[0.9968823,0.0001877329,0.001372004,0.0004483479,0.0002985354,0.0008110757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001762373,0.000469828,0.169951,0.0008885458,0.0005885934,0.001730743,0.1529896,0.002403952,0.002591757,0.4656166,0.05078346,0.1502235],"study_design_scores_gemma":[0.006858654,0.004574328,0.4303173,0.001129427,0.0004397095,0.001778215,0.09814711,0.1352704,0.01978555,0.001968872,0.2969379,0.002792532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8049495,0.002979414,0.05964548,0.1000938,0.002617242,0.0007012148,0.0001563656,0.0003310893,0.02852597],"genre_scores_gemma":[0.9923506,0.0009362589,0.004234321,0.002029826,0.0001433286,4.272469e-7,0.00001322456,0.000006285798,0.0002857717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4636478,"threshold_uncertainty_score":0.9999433,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2097637884","doi":"10.4403/jlis.it-11491","title":"RIMMF and Olisuite/WeCat by @cult, or how to implement RDA","year":2015,"lang":"en","type":"article","venue":"Università di Firenze - Italian Journal of Library and Information Science","topic":"Library Science and Information Systems","field":"Computer 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":"Library and Archives Canada","funders":"Rural Development Administration","keywords":"Cult; Computer science; World Wide Web; Linked data; Information retrieval; Semantic Web; Library science; Database; History","authors":[{"name":"Giovanna Lambroni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01858194289246387,"gpt":0.2165649140136301,"spread":0.1979829711211663,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0006610385,0.0001365152,0.0001793988,0.0007091103,0.0003195335,0.002150739,0.001359349,0.00003691638,0.00002627527],"category_scores_gemma":[0.00006512381,0.00009855966,0.00003472697,0.001711945,0.0001787259,0.2240886,0.0005591179,0.00009792674,0.00001939374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002993786,"about_ca_system_score_gemma":0.0005148223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001704251,"about_ca_topic_score_gemma":5.976379e-8,"domain_scores_codex":[0.9983136,0.00003625395,0.0004588036,0.000144898,0.0007565808,0.0002898856],"domain_scores_gemma":[0.9983319,0.00004043945,0.0004501664,0.0002201688,0.0001707887,0.0007865288],"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":[0.0002881728,0.00007455031,0.01526526,0.0001073544,0.00004767848,0.00004411624,0.1346028,0.00019233,0.0008162643,0.2261302,0.5473148,0.07511647],"study_design_scores_gemma":[0.001141073,0.0009228613,0.003506765,0.00007899697,0.000003800946,0.0003846866,0.02120113,0.005746306,0.003733571,0.0001834691,0.9627725,0.0003248297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7943311,0.0003742966,0.08849412,0.05322479,0.001982813,0.0007250645,0.00009931962,0.0001887789,0.0605797],"genre_scores_gemma":[0.9883729,0.0001171424,0.006220256,0.003737699,0.00005512202,7.811389e-7,0.000006741448,0.000003091224,0.001486223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4154577,"threshold_uncertainty_score":0.9988851,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}