{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003197739,0.00004406564,0.00008712956,0.00003898151,0.00008050899,0.00000902366,0.0003345211,0.00002662304,0.000005589045],"category_scores_gemma":[0.000008288662,0.00003315709,0.00001915425,0.0000897547,0.0001429496,0.0002508642,0.00009699057,0.00001911388,0.000006397943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001239845,"about_ca_system_score_gemma":0.00003041329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002224707,"about_ca_topic_score_gemma":0.000001467488,"domain_scores_codex":[0.9995977,0.0000472505,0.0001022813,0.0001290531,0.00006103032,0.00006263456],"domain_scores_gemma":[0.9993485,0.0001155846,0.00008648548,0.0003484857,0.00007488329,0.00002611001],"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":[0.000006327723,0.00000776603,0.00008342809,0.00002969087,0.000005205171,8.292977e-8,0.0003570649,0.000004481245,0.003728144,0.9644262,0.0000245668,0.03132708],"study_design_scores_gemma":[0.0005825332,0.000066015,0.0009159629,0.0001501901,0.00003837955,0.00001094571,0.003501813,0.0009147799,0.03590994,0.9453663,0.01229972,0.0002434705],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0343532,0.0001699667,0.9631614,0.0001470271,0.00002263806,0.00008771085,0.000004581097,0.00004961779,0.002003816],"genre_scores_gemma":[0.9938745,0.00004925243,0.005142096,0.000004026812,0.00001563956,0.000002981596,4.279453e-7,0.000001959241,0.0009090556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9595214,"threshold_uncertainty_score":0.1352107,"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."}}