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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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008405329,0.0002899569,0.0003169416,0.001928779,0.0001170708,0.0006179182,0.00362444,0.0003012306,0.000004170675],"category_scores_gemma":[0.0003792703,0.0002671153,0.0000567943,0.003257431,0.0004240106,0.0038951,0.001193172,0.0006715202,0.000205523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005548968,"about_ca_system_score_gemma":0.0007918752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004471214,"about_ca_topic_score_gemma":0.00004366994,"domain_scores_codex":[0.9973144,0.00002771435,0.0005445898,0.0007289505,0.0008652672,0.0005191119],"domain_scores_gemma":[0.9980711,0.0003943428,0.0002843942,0.001059126,0.0001329404,0.00005803732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000333091,0.0000103197,0.00009167994,0.0000377178,9.225093e-7,0.00001165506,0.0004535663,0.00712844,0.00001097535,0.01443888,0.0001625133,0.97765],"study_design_scores_gemma":[0.0003915283,0.0001386987,0.0009093247,0.0003928367,0.000001892329,0.00001236045,0.000001322107,0.3398017,0.001287002,0.6325015,0.02386153,0.0007003275],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00002860165,0.0003865315,0.9923408,0.001335664,0.00170102,0.0003046065,0.00000244005,0.0007023911,0.003197934],"genre_scores_gemma":[0.1609375,0.004221642,0.8224877,0.004659752,0.001015355,0.0001399069,0.0001206056,0.0001083941,0.006309245],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9769497,"threshold_uncertainty_score":0.9999781,"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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