{"id":"W2806238373","doi":"","title":"Overview of TAC KBP 2015 Event Nugget Track.","year":2015,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Track (disk drive); Computer science; Event (particle physics); Physics; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006574987,0.00006142577,0.0001319721,0.00003811964,0.00003379551,0.00001328292,0.0003636242,0.00002809695,0.000006291123],"category_scores_gemma":[0.00002351103,0.00005369027,0.00002455751,0.0001534897,0.0001081688,0.0001697565,0.0001066365,0.00003907646,0.000005056923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006342877,"about_ca_system_score_gemma":0.00006203558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001352424,"about_ca_topic_score_gemma":0.000001391151,"domain_scores_codex":[0.9994086,0.00005584552,0.0002023299,0.0001393587,0.000117169,0.00007670304],"domain_scores_gemma":[0.9991808,0.00008802566,0.0001044627,0.0004577128,0.0001151196,0.00005387932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004903978,0.00002980954,0.0000399801,0.00003292789,0.000005716201,6.170324e-8,0.0008331818,0.00007249419,0.0001434688,0.9677409,0.0001225428,0.03097402],"study_design_scores_gemma":[0.0001431418,0.00003661745,0.0001100791,0.00001041608,0.00001006366,0.000003724641,0.0003555628,0.0008508558,0.006644804,0.9809185,0.01084341,0.00007279486],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01862845,0.004123826,0.9740759,0.0003732348,0.000036255,0.0001721541,0.000005525417,0.00003735536,0.002547265],"genre_scores_gemma":[0.9931401,0.0001148868,0.006365333,0.0000365559,0.00003110396,0.00004663721,0.000002476923,0.00000322696,0.0002596873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9745116,"threshold_uncertainty_score":0.2189426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524716365777896,"score_gpt":0.306960157542483,"score_spread":0.271712993884704,"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."}}