{"id":"W2183389237","doi":"","title":"GLOW TAC-KBP2011 Entity Linking System ⁄","year":2011,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Task (project management); Information extraction; Information retrieval; Isolation (microbiology); Word (group theory); Natural language processing; World Wide Web; Knowledge management; Linguistics; Management; Bioinformatics","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":[0.0004575388,0.0000751468,0.000127819,0.00004965517,0.0001433521,0.00003256543,0.0004901044,0.00004189808,0.000007276542],"category_scores_gemma":[0.00001347679,0.00006263451,0.00002769569,0.0001558931,0.0001970325,0.000219991,0.0001429734,0.00004656468,0.00001653675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005636879,"about_ca_system_score_gemma":0.00002206827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004066045,"about_ca_topic_score_gemma":0.000004162302,"domain_scores_codex":[0.999429,0.00005435643,0.0001578509,0.0001725417,0.00007637142,0.0001098926],"domain_scores_gemma":[0.9992399,0.0001120134,0.00009090955,0.0004601759,0.00006525085,0.00003178016],"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":[0.000006186052,0.00002112018,0.001034626,0.00005692805,0.00001024521,4.640317e-7,0.001228452,2.822542e-7,0.0001338926,0.9837761,0.0000103481,0.01372137],"study_design_scores_gemma":[0.0001193507,0.00003757551,0.006630817,0.00002306609,0.00002455931,0.00001956231,0.00205118,0.0001153519,0.02503335,0.9640556,0.001739282,0.0001502964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03838135,0.0007380146,0.9375627,0.00003109992,0.00008022949,0.0001627578,0.000002069961,0.0001936895,0.0228481],"genre_scores_gemma":[0.9912763,0.00003144827,0.00844219,0.00001896364,0.00003045581,0.00005522678,0.000001306116,0.000003089453,0.0001410203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9528949,"threshold_uncertainty_score":0.2554162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01780653731448366,"score_gpt":0.228857367975155,"score_spread":0.2110508306606714,"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."}}