{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1836786,0.0009936161,0.002581112,0.01501679,0.002969618,0.01819983,0.003947868,0.002011418,0.0052859],"category_scores_gemma":[0.5718871,0.0008510144,0.002615549,0.02953263,0.005683409,0.01033629,0.005086806,0.00352774,0.002123204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005475934,"about_ca_system_score_gemma":0.008915929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008469692,"about_ca_topic_score_gemma":0.01147908,"domain_scores_codex":[0.71442,0.1045,0.04889456,0.01886968,0.1071891,0.006126623],"domain_scores_gemma":[0.2057325,0.5055329,0.1827643,0.02929938,0.06140869,0.01526221],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001915063,0.0003182353,0.8399146,0.01094697,0.003165341,0.0003196141,0.007675726,0.0004250855,0.0008193362,0.002368428,0.02199204,0.1101396],"study_design_scores_gemma":[0.0003098116,0.000910877,0.9339415,0.002967642,0.001341441,0.0005589792,0.005147135,0.0007432213,0.001200131,0.002254603,0.0504606,0.0001640194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7573702,0.08897443,0.01252295,0.06043651,0.00534526,0.003911728,0.02821244,0.001387538,0.0418389],"genre_scores_gemma":[0.9718402,0.006056012,0.008881842,0.003792701,0.002326549,0.001226384,0.002975645,0.0003892891,0.002511316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9818002,"threshold_uncertainty_score":0.9713971,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01015336,0.0002645648,0.0005323808,0.00342882,0.0242312,0.03351714,0.004030514,0.005792791,0.01399402],"category_scores_gemma":[0.02278337,0.0004659729,0.0005760471,0.01075934,0.02409017,0.01980445,0.0172719,0.002921775,0.00111737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02547155,"about_ca_system_score_gemma":0.01733245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1067312,"about_ca_topic_score_gemma":0.1681054,"domain_scores_codex":[0.9886448,0.005789021,0.0004020261,0.0006587763,0.00180753,0.002697839],"domain_scores_gemma":[0.9775103,0.01004441,0.002680997,0.004462301,0.002826274,0.002475833],"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":[0.00008891657,0.0000923539,0.01253983,0.0002274788,0.0000286116,0.003969373,0.1162419,0.001559468,0.0003831122,0.817907,0.006975405,0.03998656],"study_design_scores_gemma":[0.00004095699,0.0001197247,0.01591936,0.001322033,0.0001294769,0.004337274,0.4468709,0.002913133,0.001803205,0.1589285,0.3674545,0.0001609727],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5277094,0.007132815,0.006999946,0.03175781,0.0001074474,0.00009914045,0.000199994,0.0001150745,0.4258784],"genre_scores_gemma":[0.980251,0.001146902,0.000999028,0.0003465428,0.00003937053,0.00002799999,0.00002694736,0.00002960199,0.01713262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9664829,"threshold_uncertainty_score":0.21222,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.04215679,0.0009571111,0.0009316333,0.004215868,0.005464004,0.03428046,0.005122708,0.006029442,0.02363402],"category_scores_gemma":[0.07551206,0.001439162,0.001948587,0.00384162,0.01467696,0.0465993,0.01667039,0.01121218,0.01191494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009653517,"about_ca_system_score_gemma":0.01257733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.017233,"about_ca_topic_score_gemma":0.0108712,"domain_scores_codex":[0.9544427,0.01732642,0.00365512,0.008581226,0.01381551,0.002179037],"domain_scores_gemma":[0.9279976,0.01944182,0.002154474,0.03010196,0.01612406,0.004180097],"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":[0.00005146272,0.00002996165,0.001038794,0.0001705195,0.00002957815,0.00009231707,0.002843353,0.000568225,0.0004766725,0.8639336,0.03395585,0.09680966],"study_design_scores_gemma":[0.000009922964,0.00002458974,0.000682678,0.0004241756,0.00002423001,0.0001727075,0.001675197,0.001138142,0.0009137341,0.1382188,0.8566725,0.00004323439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01622249,0.01916413,0.2870925,0.1884589,0.007557078,0.0003716671,0.001543653,0.003611011,0.4759786],"genre_scores_gemma":[0.3983081,0.01921661,0.3108523,0.02737704,0.005082928,0.0008175622,0.002807971,0.004055742,0.2314816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9657195,"threshold_uncertainty_score":0.222949,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005299569,0.000737612,0.0004261449,0.002755884,0.003381946,0.01455536,0.001136503,0.002084845,0.0119664],"category_scores_gemma":[0.01335532,0.0005264257,0.0009502699,0.003334122,0.01203135,0.0154332,0.008050092,0.003712784,0.002405023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003932139,"about_ca_system_score_gemma":0.005378809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009132072,"about_ca_topic_score_gemma":0.009133902,"domain_scores_codex":[0.9934586,0.002567106,0.0003665747,0.001331429,0.001865101,0.000411269],"domain_scores_gemma":[0.992367,0.002476623,0.0006145656,0.002407871,0.001758225,0.0003756306],"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":[0.00003391873,0.00002999939,0.002945545,0.0003691788,0.00002932976,0.0002383502,0.0183747,0.0003831238,0.001583988,0.9184701,0.005944311,0.05159752],"study_design_scores_gemma":[0.000008999871,0.00003124005,0.004503059,0.0007154056,0.00004762767,0.0005644098,0.01762417,0.001122245,0.002465165,0.38968,0.5831681,0.00006953324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05645034,0.01147739,0.2321955,0.04325933,0.002361339,0.0002675041,0.001586182,0.0006048731,0.6517975],"genre_scores_gemma":[0.7195889,0.01278394,0.1004082,0.008079324,0.001230769,0.000533861,0.001530831,0.0009220921,0.154922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9854447,"threshold_uncertainty_score":0.04003161,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003166453,0.0006718199,0.0004159922,0.001794433,0.001859645,0.005418223,0.001683697,0.002807892,0.5110711],"category_scores_gemma":[0.01719975,0.0006441462,0.0008470535,0.0008608818,0.000799978,0.009630009,0.003890646,0.002233393,0.3158701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00165757,"about_ca_system_score_gemma":0.003078307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104103,"about_ca_topic_score_gemma":0.01789253,"domain_scores_codex":[0.9979607,0.0003190447,0.0001127785,0.0002853725,0.0009674082,0.0003546549],"domain_scores_gemma":[0.9927173,0.001138787,0.0002392668,0.002373676,0.002055456,0.00147553],"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":[0.0000711024,0.0001531345,0.0008445757,0.0001197185,0.000005265603,0.00007551277,0.0002298727,0.0000853062,0.0009247911,0.008107169,0.8444852,0.1448983],"study_design_scores_gemma":[0.00002465764,0.00001848319,0.000876782,0.0001041709,0.00000488132,0.00006351744,0.0001748409,0.0004966058,0.0008206727,0.002005322,0.9953912,0.00001886687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003448008,0.0005518473,0.02154278,0.03668812,0.003657232,0.0004513721,0.003940438,0.04899223,0.8807279],"genre_scores_gemma":[0.02716983,0.000572765,0.0332634,0.00997074,0.0007977269,0.0003898104,0.005301881,0.01734492,0.9051889],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5110711,"threshold_uncertainty_score":0.6973976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}