{"id":"W2945699119","doi":"10.1109/infoteh.2019.8717655","title":"Automatic Text Summarization of News Articles in Serbian Language","year":2019,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Automatic summarization; Computer science; Text graph; Multi-document summarization; Information retrieval; Natural language processing; Reading (process); Graph; Process (computing); Serbian; Artificial intelligence; World Wide Web; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001011511,0.00003623198,0.0000720782,0.00006861295,0.000005150865,0.00002136207,0.0002249878,0.00002004761,0.000107549],"category_scores_gemma":[0.00001627049,0.00003151526,0.00001333691,0.0002068131,0.000004123731,0.000220363,0.00007167498,0.00002810531,0.00007683797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001202079,"about_ca_system_score_gemma":0.00001870705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003956092,"about_ca_topic_score_gemma":0.0002710978,"domain_scores_codex":[0.9995256,0.00002185205,0.0001492186,0.0001165824,0.00009787452,0.00008886056],"domain_scores_gemma":[0.9996172,0.00002754808,0.00003226733,0.0002938645,0.00001163979,0.00001754194],"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":[0.00000154762,0.00008736322,0.2263476,0.0001043786,0.000006184027,0.00000554547,0.01090561,0.004296164,0.0303716,0.1161997,0.00007195562,0.6116024],"study_design_scores_gemma":[0.0001491628,0.00001132865,0.01832253,0.00001881488,4.786551e-7,6.603338e-7,0.0002293122,0.9748995,0.005392489,0.0009138565,0.00001660918,0.00004523174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8209138,0.00001389817,0.1743758,0.0002495273,0.00005042426,0.00007950079,7.80265e-8,0.00005245629,0.004264591],"genre_scores_gemma":[0.9571832,6.513853e-7,0.04225469,0.0001199954,0.000005370054,0.000001219888,3.407314e-7,0.000002132256,0.0004323785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9706033,"threshold_uncertainty_score":0.1285155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049571649063027,"score_gpt":0.2305994945684212,"score_spread":0.2201037780777909,"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."}}