{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008353065,0.002223166,0.002706287,0.005838688,0.002454367,0.004027827,0.004042345,0.002390158,0.04488172],"category_scores_gemma":[0.02707431,0.00132588,0.001095473,0.004251778,0.0008323792,0.01045895,0.005412059,0.002902621,0.02646334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002490596,"about_ca_system_score_gemma":0.004130144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02782398,"about_ca_topic_score_gemma":0.02827438,"domain_scores_codex":[0.9942598,0.001254463,0.0007323126,0.001532622,0.001769035,0.0004517854],"domain_scores_gemma":[0.9839113,0.00483313,0.0005537829,0.003808763,0.00603597,0.0008571291],"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":[0.001354625,0.0006455087,0.004487454,0.001265886,0.0002131882,0.000859607,0.001296304,0.005370165,0.01971845,0.007109788,0.5659921,0.3916868],"study_design_scores_gemma":[0.001442106,0.0006646549,0.01122852,0.0003162063,0.0003817932,0.001181317,0.001629938,0.3310436,0.0745508,0.01415614,0.5628659,0.0005389973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.07479324,0.00150767,0.267345,0.002255843,0.001218578,0.002963502,0.1009616,0.4962181,0.05273663],"genre_scores_gemma":[0.1826786,0.0003310035,0.3859905,0.0008561846,0.0002525756,0.001916646,0.3798329,0.01714708,0.03099449],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04488172,"threshold_uncertainty_score":0.1501443,"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."}}