{"id":"W2395059241","doi":"","title":"REACTION at the Entity Linking task in KBP 2011.","year":2011,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Task (project management); Computer science; Systems engineering; Engineering","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":[0.004664274,0.00005383797,0.00009869593,0.00008293814,0.0001851107,0.0000352815,0.0003804798,0.00002808057,0.0002749692],"category_scores_gemma":[0.0001263481,0.00003421093,0.00002440235,0.0002152594,0.0003423035,0.000249151,0.0002223811,0.00005906914,0.0001673345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009184066,"about_ca_system_score_gemma":0.0000102734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001779105,"about_ca_topic_score_gemma":0.000323852,"domain_scores_codex":[0.9990348,0.0002040852,0.000286615,0.0001831306,0.0002110273,0.0000803723],"domain_scores_gemma":[0.9986578,0.0005684892,0.0001525509,0.0005410109,0.00005972469,0.00002044684],"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":[0.00004197834,0.00003950043,0.0009870603,0.000005847775,0.000005111717,9.901517e-8,0.001801732,8.319569e-7,0.0003318095,0.9470657,0.0004787612,0.04924159],"study_design_scores_gemma":[0.00006292331,0.000009325458,0.01419375,0.000002181502,0.000009705203,8.449106e-7,0.003512541,0.000003135786,0.00212771,0.8955247,0.08450978,0.00004338958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7344839,0.001245102,0.1355481,0.001356506,0.0002146651,0.0011201,0.00009208341,0.00006572765,0.1258738],"genre_scores_gemma":[0.9965177,0.0001145816,0.00009911422,0.00008602108,0.00002222574,0.00007689634,0.00001355626,0.000002462129,0.003067425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2620338,"threshold_uncertainty_score":0.301072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08199842474337567,"score_gpt":0.3468003893062616,"score_spread":0.2648019645628859,"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."}}