{"id":"W2182794451","doi":"","title":"CUNY-BLENDER TAC-KBP2012 Entity Linking System and Slot Filling Validation System","year":2012,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Task (project management); Rank (graph theory); Cluster analysis; Data mining; Work (physics); Information retrieval; Artificial intelligence; Machine learning; Mathematics; 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":[0.001074251,0.00009734131,0.0001467969,0.00006793094,0.0002508367,0.00008131075,0.0002278537,0.00005439247,0.0000015977],"category_scores_gemma":[0.00001050014,0.00008985552,0.00002116473,0.0001427452,0.00007202497,0.0005955113,0.0001388437,0.00006853157,0.000005767318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002301376,"about_ca_system_score_gemma":0.00001750063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001388047,"about_ca_topic_score_gemma":3.579704e-7,"domain_scores_codex":[0.9991807,0.0001017032,0.0002367732,0.0001948111,0.0001209529,0.000165051],"domain_scores_gemma":[0.9991636,0.0001682205,0.0001393404,0.0003880933,0.00007423755,0.00006656619],"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":[0.000002660525,0.00001102172,0.000864001,0.0003023368,0.00001035906,5.580549e-8,0.001021206,0.00005103954,0.0005225727,0.9894226,0.000001511072,0.007790688],"study_design_scores_gemma":[0.002100877,0.0001486514,0.009579079,0.001226114,0.0006087396,0.0004637816,0.03866296,0.1229252,0.1855138,0.6198711,0.01627884,0.002620851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08340246,0.001281105,0.9127487,0.00003140442,0.0001069877,0.0002109791,0.00000304168,0.0001359815,0.002079325],"genre_scores_gemma":[0.9915226,0.0000230005,0.008123079,0.000008392814,0.000151421,0.0000801321,0.000005205419,0.000006433554,0.00007978667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9081201,"threshold_uncertainty_score":0.3664202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160942932160435,"score_gpt":0.2397039319408978,"score_spread":0.2236096387248543,"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."}}