{"id":"W2805545340","doi":"","title":"Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems","year":2015,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Filler (materials); Event (particle physics); Computer science; Materials science; Composite material; 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":[0.004720469,0.0001058826,0.0002143781,0.0001120448,0.0001745989,0.0003711117,0.0002386428,0.00004891194,0.00001306251],"category_scores_gemma":[0.0003066565,0.00008020605,0.00002184894,0.0002142508,0.0003919147,0.0007487121,0.0002689286,0.00005663151,0.0000160823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009807717,"about_ca_system_score_gemma":0.00002985311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009872471,"about_ca_topic_score_gemma":0.00001768899,"domain_scores_codex":[0.9984928,0.0002701962,0.0004145749,0.0003141977,0.0004006479,0.0001075257],"domain_scores_gemma":[0.9984656,0.0005491165,0.0002372585,0.0004613264,0.0001916665,0.00009505885],"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":[0.00003972219,0.00004884726,0.0007217268,0.00004696903,0.00001916227,1.532808e-7,0.001021173,0.00004257247,0.00005367463,0.9844902,0.00292352,0.01059232],"study_design_scores_gemma":[0.000299221,0.00005278981,0.001633979,0.00001612813,0.00004756838,0.000004020664,0.00892074,0.0001297705,0.0005861619,0.7754589,0.2127063,0.0001444146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4406531,0.007005903,0.5418545,0.001273656,0.0003101937,0.001233371,0.0003832447,0.00006782823,0.007218165],"genre_scores_gemma":[0.9955921,0.0003697299,0.0001565756,0.00005013025,0.00006780533,0.00009306677,0.00007422944,0.000005311777,0.003591052],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.554939,"threshold_uncertainty_score":0.3578639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06286482228217304,"score_gpt":0.3615397717770031,"score_spread":0.2986749494948301,"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."}}