{"id":"W2805727849","doi":"","title":"UI CCG TAC-KBP2017 Submissions: Entity Discovery and Linking, and Event Nugget Detection and Co-reference.","year":2017,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Event (particle physics); Computer science; 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":[0.0004450064,0.00009231197,0.0001280862,0.00004391633,0.0007261562,0.0003406206,0.0002471076,0.00005498133,0.000001893772],"category_scores_gemma":[0.00004410939,0.00007941245,0.00001168147,0.00002794361,0.0003639413,0.0006816158,0.0002624788,0.0000850286,6.893933e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004914047,"about_ca_system_score_gemma":0.00002198004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005704301,"about_ca_topic_score_gemma":0.00002025114,"domain_scores_codex":[0.9993646,0.00004306708,0.000144297,0.0002689209,0.00008092041,0.00009816651],"domain_scores_gemma":[0.9991303,0.0001082009,0.0001467252,0.0005132703,0.00003996422,0.0000615332],"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":[0.00001302853,0.00001960024,0.002859716,0.0000599262,0.000009922893,2.097407e-7,0.0006105599,0.000001878832,0.001931002,0.875959,0.000003913917,0.1185312],"study_design_scores_gemma":[0.0003222684,0.00004943125,0.02865525,0.00003985328,0.00002697542,0.00001908015,0.0003126766,0.001588244,0.009789746,0.9552811,0.00372628,0.0001891415],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4729091,0.0009240137,0.5251158,0.0001594443,0.0000282007,0.000172575,0.000007323896,0.00002547361,0.0006580393],"genre_scores_gemma":[0.997778,0.0007307341,0.001117366,0.000016206,0.00003862483,0.0000491505,0.000002601729,0.00000362089,0.0002636697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5248689,"threshold_uncertainty_score":0.558508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666441711421923,"score_gpt":0.2829101230503985,"score_spread":0.2662457059361792,"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."}}