{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004265436,0.0006815572,0.0007107097,0.002784368,0.000833666,0.003673936,0.0007422295,0.0007410333,0.03502654],"category_scores_gemma":[0.002309545,0.000489246,0.0004787904,0.00289403,0.001924317,0.006614966,0.001036778,0.001523684,0.01552077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006907212,"about_ca_system_score_gemma":0.0007151459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006791668,"about_ca_topic_score_gemma":0.001101357,"domain_scores_codex":[0.999728,0.00008255053,0.00002610673,0.00005130017,0.00009700031,0.00001504286],"domain_scores_gemma":[0.998697,0.0009712005,0.00005574128,0.0000949735,0.0001414251,0.00003976673],"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":[0.00002875538,0.00003336856,0.0001980382,0.0005985982,0.00003020924,0.0001493446,0.0005923463,0.0009594423,0.00252268,0.4449489,0.1721589,0.3777794],"study_design_scores_gemma":[0.000009030307,0.00001143861,0.0003041833,0.0001774125,0.0000185783,0.0002244417,0.000217512,0.004288538,0.001381205,0.6480162,0.3453355,0.00001601055],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008654001,0.05448565,0.455161,0.02092243,0.005372295,0.0001835628,0.002060564,0.003110349,0.4500501],"genre_scores_gemma":[0.1149777,0.03536926,0.2544062,0.003185182,0.00766737,0.0003313755,0.005237528,0.002936778,0.5758886],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03502654,"threshold_uncertainty_score":0.1171754,"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."}}