{"id":"W4322096374","doi":"10.1007/978-3-031-23793-5","title":"Computational Linguistics and Intelligent Text Processing","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Zürcher Hochschule für Angewandte Wissenschaften; Universitat Politècnica de València; Pázmány Péter Katolikus Egyetem; National Institute of Technology, Silchar; University of the Aegean; Indian Institute of Technology Delhi; Bulgarian Academy of Sciences; Indian Institute of Technology Bombay; Universität Bielefeld; Institute for Infocomm Research; Waseda University; Euskal Herriko Unibertsitatea; Universidade de São Paulo; Ege Üniversitesi; Joint Research Centre; Concordia University; Jadavpur University; Trinity College Dublin; Nanyang Technological University; Carnegie Mellon University; Universitat Politècnica de Catalunya; Centre National de la Recherche Scientifique; Univerzita Karlova v Praze; University of Wolverhampton; University of Louisiana at Lafayette; Newcastle University; Masarykova Univerzita; De Montfort University; Norges Teknisk-Naturvitenskapelige Universitet; Kent State University; Universidade de Vigo; University of Derby; University of Ottawa; Dalhousie University; Tulane University; Universidad de Alicante; University of North Texas; Hamad Bin Khalifa University; Universidad Nacional de Educación a Distancia; Instituto Politécnico Nacional; Universitat Pompeu Fabra; University of Memphis","keywords":"Computer science; Computational linguistics; Natural language processing; Artificial intelligence; Text processing","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":[0.00104325,0.0004605574,0.0004600937,0.0007999671,0.0004187518,0.0009661468,0.001853404,0.0002461778,0.000002276571],"category_scores_gemma":[0.0006608855,0.0004481967,0.00007497738,0.001498193,0.000710795,0.0001244599,0.0021658,0.0009289819,0.00004807945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003058109,"about_ca_system_score_gemma":0.001597174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005628704,"about_ca_topic_score_gemma":0.00001952893,"domain_scores_codex":[0.9963328,0.00005916406,0.0005053576,0.00154847,0.0008615502,0.0006926449],"domain_scores_gemma":[0.9968457,0.001533841,0.0002519299,0.0005365228,0.0006355687,0.0001964642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001962549,0.00001899363,0.00004928287,0.00006536899,0.000005962348,0.00006553157,0.0006218079,0.1325737,7.895594e-7,0.002017183,0.0002682658,0.8643112],"study_design_scores_gemma":[0.0001154134,0.00007623685,0.0001913908,0.0007785654,0.000005918444,0.00003464332,1.870151e-7,0.8322302,0.00002532457,0.164406,0.001703293,0.0004328776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00003028647,0.0009308726,0.9936204,0.0002570727,0.002526626,0.0002479468,0.000003205438,0.0003880713,0.001995536],"genre_scores_gemma":[0.2164077,0.0001319847,0.775087,0.002393432,0.003662558,0.00001632831,0.00003202423,0.0001025276,0.002166428],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8638783,"threshold_uncertainty_score":0.999797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359916653056487,"score_gpt":0.2810872861305247,"score_spread":0.2574881195999599,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}