{"id":"W7096935629","doi":"","title":"Leveraging DUC","year":2006,"lang":"en","type":"article","venue":"","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automatic summarization; Ranking (information retrieval); Scheme (mathematics); Quality (philosophy); Heuristics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007075806,0.001339767,0.001201228,0.003395478,0.001373819,0.004130399,0.001584462,0.001008071,0.003886089],"category_scores_gemma":[0.01865264,0.000532364,0.0005237916,0.002202844,0.0007981053,0.003329171,0.001918508,0.00164223,0.003415232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001742972,"about_ca_system_score_gemma":0.00245375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02881272,"about_ca_topic_score_gemma":0.05985315,"domain_scores_codex":[0.9921156,0.00406095,0.0005709224,0.001098116,0.001901306,0.0002531398],"domain_scores_gemma":[0.9816338,0.005740505,0.0004077216,0.004698248,0.007052717,0.0004670715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003156558,0.0003568504,0.002080582,0.0007063758,0.0001684016,0.0003249907,0.001291841,0.04088917,0.02037522,0.01563183,0.1195356,0.7983236],"study_design_scores_gemma":[0.0001052456,0.0005059073,0.002557637,0.000221216,0.0001821192,0.0005236557,0.0008253119,0.5874799,0.03261764,0.02155267,0.3532231,0.0002056636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05757112,0.006528053,0.7891341,0.003758966,0.002250161,0.001051756,0.007872123,0.06473802,0.0670957],"genre_scores_gemma":[0.2364999,0.00200114,0.702566,0.0007628794,0.0006035805,0.0005814258,0.02564317,0.003907746,0.02743413],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02881272,"threshold_uncertainty_score":0.05729002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02057633806307001,"score_gpt":0.2189476453426593,"score_spread":0.1983713072795893,"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."}}