{"id":"W2806219291","doi":"","title":"WIP Event Detection System in 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":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Track (disk drive); Event (particle physics); Computer science; Real-time computing; Operating system; Physics","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":[0.0009847924,0.00007715091,0.0001237049,0.0000791456,0.00005643505,0.00002822493,0.0002825245,0.00004281207,0.000001170048],"category_scores_gemma":[0.00001946068,0.0000713331,0.00002091853,0.0002125154,0.00005716159,0.0002152725,0.00007828416,0.00006729666,0.000008504795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004534988,"about_ca_system_score_gemma":0.00005118462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004180063,"about_ca_topic_score_gemma":0.00001710266,"domain_scores_codex":[0.9992279,0.000097023,0.0002404673,0.0001983699,0.0001273811,0.0001088317],"domain_scores_gemma":[0.9993007,0.00007246828,0.00009204556,0.0003951123,0.00007875024,0.000060907],"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":[0.00001344466,0.00003311596,0.00007053098,0.00003824343,0.000004395492,3.390602e-7,0.001237976,0.0009103675,0.0003788369,0.9410617,0.00001579751,0.05623528],"study_design_scores_gemma":[0.0006764035,0.0001282184,0.0006252473,0.00005149697,0.00002060156,0.00004069777,0.004891686,0.03069893,0.02891466,0.9268872,0.006761874,0.0003029734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05631287,0.0005636569,0.9417786,0.0001256543,0.00006891545,0.0002469196,0.000001833627,0.00006950372,0.0008320617],"genre_scores_gemma":[0.9977676,0.00001070259,0.001854386,0.00001310147,0.00005010504,0.0001685306,0.000001722462,0.0000042297,0.0001295719],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9414548,"threshold_uncertainty_score":0.2908879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134719794459099,"score_gpt":0.2596017377283051,"score_spread":0.2461297582823952,"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."}}