{"id":"W2807100726","doi":"","title":"ISCAS_Sogou at TAC-KBP 2017.","year":2017,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007261485,0.002230822,0.002678637,0.003504286,0.002816154,0.01080539,0.003775928,0.00319815,0.4424572],"category_scores_gemma":[0.01777966,0.0008341277,0.001370138,0.003682576,0.001274361,0.00937165,0.005325775,0.003852963,0.3660339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003221786,"about_ca_system_score_gemma":0.003349701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01165167,"about_ca_topic_score_gemma":0.01388384,"domain_scores_codex":[0.9957517,0.001330084,0.0001850144,0.0007686859,0.001549246,0.0004152516],"domain_scores_gemma":[0.9919104,0.002458343,0.0002222421,0.001404775,0.002371665,0.001632497],"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":[0.0002401535,0.0001095175,0.000140086,0.0002309318,0.00002104376,0.0001577671,0.0001449912,0.0005248371,0.0009560032,0.009123287,0.9464154,0.0419359],"study_design_scores_gemma":[0.00009986432,0.00004062649,0.0004022592,0.0001404998,0.00001434694,0.0001001196,0.0001936563,0.00490369,0.00148408,0.01654641,0.9760356,0.00003891653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007798737,0.007817722,0.172977,0.04233853,0.03111729,0.001091961,0.1458407,0.149943,0.441075],"genre_scores_gemma":[0.04700767,0.004877255,0.07527944,0.003390011,0.009225274,0.0009082207,0.2393816,0.04161579,0.5783147],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5575428,"threshold_uncertainty_score":0.7952671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852562386134024,"score_gpt":0.2737249982392757,"score_spread":0.2551993743779355,"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."}}