{"id":"W2184442935","doi":"","title":"JVN-TDT Entity Linking Systems at TAC-KBP2012","year":2012,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Exploit; Heuristics; Referent; Classifier (UML); Artificial intelligence; Coreference; Natural language processing; Data mining; Information retrieval; Resolution (logic)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01169044,0.00258948,0.002149942,0.007274944,0.003151035,0.004740637,0.006535431,0.004240918,0.01121686],"category_scores_gemma":[0.02499853,0.001343284,0.001714845,0.00656641,0.0008697038,0.009095707,0.004895507,0.004222299,0.01045919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003259655,"about_ca_system_score_gemma":0.003971623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03208541,"about_ca_topic_score_gemma":0.04584838,"domain_scores_codex":[0.9923964,0.00215677,0.0006792347,0.002255224,0.0020203,0.0004920911],"domain_scores_gemma":[0.9867061,0.004064131,0.0004773425,0.004408895,0.003678506,0.0006651378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001188596,0.001464405,0.005697674,0.001284706,0.0006236021,0.0006223734,0.0007716263,0.02171264,0.01027094,0.00618933,0.4891282,0.4610458],"study_design_scores_gemma":[0.0009709341,0.0005144484,0.00638591,0.0002193847,0.0003825881,0.0007582852,0.0008802438,0.65108,0.03647376,0.01278901,0.2892568,0.0002886362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1243266,0.006781884,0.3555474,0.005931287,0.00527312,0.004014427,0.1313525,0.3231048,0.04366807],"genre_scores_gemma":[0.101988,0.0007547323,0.5778206,0.0009289937,0.0003976235,0.001669911,0.2968743,0.004420369,0.01514554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03208541,"threshold_uncertainty_score":0.0637973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01446978764870565,"score_gpt":0.2451686036937437,"score_spread":0.230698816045038,"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."}}