{"id":"W2296397244","doi":"","title":"UCD IIRG at TAC KBP 2013","year":2013,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salient; Computer science; Knowledge base; Linkage (software); Population; Base (topology); Artificial intelligence; Mathematics; Genetics; Gene; Biology","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":[0.009597837,0.001645818,0.001718868,0.003475085,0.002935306,0.008379015,0.003658277,0.002167235,0.07251372],"category_scores_gemma":[0.02071876,0.001157421,0.0009064168,0.00342295,0.001125734,0.007485599,0.003694775,0.003538994,0.05738105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004502276,"about_ca_system_score_gemma":0.005138285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06670112,"about_ca_topic_score_gemma":0.0525719,"domain_scores_codex":[0.9942163,0.001366323,0.0002592046,0.001052313,0.002681767,0.0004240053],"domain_scores_gemma":[0.9912157,0.001623331,0.0002627714,0.002209207,0.003885945,0.0008029623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007415574,0.0004001083,0.001038286,0.0002953637,0.00006492104,0.0006539925,0.0005446454,0.002715714,0.00431293,0.00986067,0.8664826,0.1128893],"study_design_scores_gemma":[0.0008098068,0.0002637542,0.002630864,0.0001696356,0.0001102769,0.0005001525,0.0004780394,0.06681541,0.01333218,0.01078827,0.9039583,0.0001434226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.03598129,0.002685335,0.2743531,0.007838359,0.004126127,0.002704894,0.1461641,0.2856593,0.2404875],"genre_scores_gemma":[0.1040974,0.0009323098,0.3231474,0.001896209,0.0006212492,0.001768748,0.4039217,0.02676461,0.1368505],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07251372,"threshold_uncertainty_score":0.2425826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00899483821476027,"score_gpt":0.2277674865693012,"score_spread":0.2187726483545409,"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."}}