{"id":"W2396516112","doi":"","title":"Description of the Google update summarizer at TAC-2011.","year":2011,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automatic summarization; Computer science; Task (project management); Rank (graph theory); Information retrieval; Extension (predicate logic); Mathematics; Engineering; Programming language","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":[0.0003198668,0.0000533024,0.00007910949,0.00002542687,0.0001069897,0.000009146573,0.0004391445,0.00002786834,0.00003495504],"category_scores_gemma":[0.0000081584,0.00003777066,0.00002665371,0.00009116905,0.000196696,0.0001646715,0.0002332375,0.00003704078,0.000009332573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006281498,"about_ca_system_score_gemma":0.00001759041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002904678,"about_ca_topic_score_gemma":0.000006527436,"domain_scores_codex":[0.9995251,0.00005448521,0.000151531,0.000125973,0.00007183471,0.00007104711],"domain_scores_gemma":[0.9992381,0.00004455602,0.0001055532,0.0005360685,0.00005635715,0.00001937343],"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":[0.000007939022,0.00001786753,0.0007496264,0.00001159424,0.000005333811,1.954271e-8,0.00096078,0.000003822795,0.002287678,0.9891698,0.00003628945,0.006749257],"study_design_scores_gemma":[0.00008162885,0.00001058868,0.003159813,0.000004139802,0.00001257701,0.000002725356,0.000129839,0.0002763499,0.05718537,0.9361506,0.00292471,0.00006163281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1360563,0.0003078094,0.8571687,0.0001265509,0.00005071111,0.0001768108,0.000004031048,0.00002941554,0.006079666],"genre_scores_gemma":[0.9936985,0.000030748,0.005390609,0.00003851055,0.00001363791,0.00003784841,0.000001155427,0.000002909627,0.0007860829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8576422,"threshold_uncertainty_score":0.1540243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02196588977315654,"score_gpt":0.2182832025992235,"score_spread":0.196317312826067,"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."}}