{"id":"W2806045113","doi":"","title":"University of Washington TAC-KBP 2016 System Description.","year":2016,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.002460261,0.001435029,0.001092168,0.003496083,0.001151125,0.004866313,0.003239746,0.001541891,0.04484379],"category_scores_gemma":[0.009991113,0.0009764257,0.0008932447,0.003503904,0.0004017758,0.005311036,0.001867563,0.002358756,0.05405753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001828165,"about_ca_system_score_gemma":0.004553472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03597101,"about_ca_topic_score_gemma":0.02914614,"domain_scores_codex":[0.9979621,0.0004219904,0.0003398914,0.0003880723,0.0007317916,0.0001561423],"domain_scores_gemma":[0.9955663,0.0007533606,0.0002256505,0.001324531,0.001871152,0.0002590965],"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":[0.0004340663,0.0001098046,0.001551486,0.001373598,0.00007666081,0.0002398367,0.0003486642,0.004948527,0.003496965,0.01596327,0.9033499,0.06810728],"study_design_scores_gemma":[0.0001472993,0.00006501954,0.001283297,0.0003360539,0.00008091225,0.000371178,0.0001387283,0.03455438,0.007771129,0.01219274,0.9429663,0.00009293159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.007198584,0.001982117,0.2092962,0.003131645,0.000871933,0.001453696,0.4306965,0.2434646,0.1019046],"genre_scores_gemma":[0.04586046,0.001592702,0.1065716,0.001094591,0.0001691506,0.00205724,0.7767974,0.01409288,0.05176392],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04484379,"threshold_uncertainty_score":0.1500174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100428886298843,"score_gpt":0.1971001696716211,"score_spread":0.1870572810417369,"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."}}