{"id":"W136188959","doi":"","title":"CLASSY and TAC 2008 Metrics.","year":2008,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automatic summarization; Computer science; Information retrieval","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":[0.01477631,0.002688599,0.001731986,0.01086715,0.002293759,0.003402829,0.001991446,0.002656028,0.009741705],"category_scores_gemma":[0.07246227,0.000433024,0.001101362,0.0067129,0.0006434792,0.003791184,0.002674523,0.002041677,0.005759602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002962271,"about_ca_system_score_gemma":0.002385344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02001401,"about_ca_topic_score_gemma":0.03805919,"domain_scores_codex":[0.9645046,0.01206794,0.002844114,0.003068996,0.01537972,0.002134753],"domain_scores_gemma":[0.9362193,0.01807659,0.005317517,0.009162501,0.02668188,0.004542323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001529957,0.001578942,0.01939383,0.001503626,0.0004436529,0.0001371589,0.0006570267,0.005463662,0.00601057,0.002951364,0.7767733,0.1835568],"study_design_scores_gemma":[0.002088304,0.004689492,0.1948384,0.0004490366,0.0006526631,0.001157575,0.002060105,0.201938,0.03550445,0.009005317,0.5469539,0.0006628636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4547336,0.01170992,0.06727741,0.007987422,0.007680481,0.007071273,0.2293996,0.0620034,0.152137],"genre_scores_gemma":[0.5421538,0.0007343928,0.1009453,0.0009810027,0.001433772,0.004486065,0.3023919,0.005888921,0.04098492],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02001401,"threshold_uncertainty_score":0.0781455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01653003757341318,"score_gpt":0.2413698430885062,"score_spread":0.224839805515093,"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."}}