{"id":"W4327499178","doi":"10.1007/978-3-031-28241-6","title":"Advances in Information Retrieval","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Text and Document Classification Technologies","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Leibniz-Gemeinschaft; University of Massachusetts Amherst; City, University of London; National Institute of Standards and Technology; La Rochelle Université; National Institute of Informatics; Indian Institute of Science Education and Research Mohali; University of Chinese Academy of Sciences; National Institute of Technology Hamirpur; Université de Lyon; Masarykova Univerzita; Ural Federal University; Université de Nantes; Stockholms Universitet; Institut National des Sciences Appliquées de Lyon; Universität Duisburg-Essen; Università di Pisa; Technische Universität Berlin; Bauhaus-Universität Weimar; Universidad de Granada; Università di Bologna; Universität Regensburg; Universitetet i Bergen; University of Windsor; Technische Universität Wien; Radboud Universiteit; University of Waterloo; Commonwealth Scientific and Industrial Research Organisation; Orta Doğu Teknik Üniversitesi; Instituto Superior Técnico; Université de Bretagne Occidentale; Tsinghua University; Chinese Academy of Sciences; Birkbeck, University of London; Universidade de Lisboa; Renmin University of China; Universität Innsbruck; Technische Universiteit Delft; Région Normandie; University of Minnesota; TU Graz, Internationale Beziehungen und Mobilitätsprogramme; Universiteit Utrecht; RMIT University; Haute école Spécialisée de Suisse Occidentale; University of Southampton; Universidade da Coruña; Istituto di Scienza e Tecnologie dell'Informazione; Universidad Nacional de Educación a Distancia; Universiteit Leiden; York University; University of Glasgow; Universität Passau; Universidade do Porto; Dublin City University; Politecnico di Torino; Friedrich-Schiller-Universität Jena; Universitetet i Stavanger; University of Regina; Université Grenoble Alpes; University of Southern Maine; Centre National de la Recherche Scientifique; University of Roehampton; Norges Teknisk-Naturvitenskapelige Universitet; Sun Yat-sen University; Universiteit van Amsterdam; Universidade de Santiago de Compostela; Università degli Studi di Cagliari; Aix-Marseille Université; University of Wolverhampton; Universidade Federal de Minas Gerais; Chinese University of Hong Kong; Aalborg Universitet; Kaiser Permanente; Indian Institute of Technology Kharagpur; Indian Institute of Science; Qatar University; Universidad Autónoma de Madrid; University of Tsukuba; Georgetown University; Universitatea din București; Università degli Studi di Padova; Zürcher Hochschule für Angewandte Wissenschaften; Johns Hopkins University; Indian National Science Academy","keywords":"Computer science; Information retrieval; State (computer science); Artificial intelligence; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001686567,0.001583751,0.002260586,0.005485951,0.0008260285,0.004612012,0.001550185,0.00145425,0.05553482],"category_scores_gemma":[0.003275065,0.0006734013,0.000708312,0.008301434,0.001226128,0.007467553,0.001869412,0.002535229,0.07511046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001173764,"about_ca_system_score_gemma":0.001288435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009427242,"about_ca_topic_score_gemma":0.00157018,"domain_scores_codex":[0.9986004,0.000180513,0.00009716572,0.0001955291,0.0008400989,0.00008629448],"domain_scores_gemma":[0.9984585,0.0005228143,0.00007426822,0.0003245224,0.0005075905,0.0001122099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002672998,0.00004912998,0.00009760056,0.0009403209,0.00003138429,0.00003322029,0.00007417409,0.0003066723,0.001841202,0.04002342,0.3189469,0.6376292],"study_design_scores_gemma":[0.000007540125,0.00004100064,0.0003149337,0.0002754563,0.0000282599,0.0002562537,0.00004054021,0.001160666,0.001029544,0.02804129,0.9687889,0.00001566541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002054899,0.6013346,0.07706387,0.00759361,0.01659062,0.0001556802,0.0009657664,0.003014821,0.2912262],"genre_scores_gemma":[0.01549842,0.2844719,0.06282778,0.003391319,0.01176666,0.0001458356,0.002168096,0.0009496012,0.6187804],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05553482,"threshold_uncertainty_score":0.1857824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286416010257471,"score_gpt":0.2606042818289115,"score_spread":0.2477401217263368,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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