{"id":"W2245233763","doi":"10.1007/978-3-642-21563-6","title":"Transactions on Rough Sets XIV","year":2011,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001262473,0.001090564,0.002954166,0.001758528,0.000621077,0.003314831,0.000806376,0.000894058,0.01712301],"category_scores_gemma":[0.003430445,0.0006051458,0.00135115,0.003369129,0.001166794,0.002202806,0.001225721,0.002134749,0.007441191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009965065,"about_ca_system_score_gemma":0.0008576359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009872124,"about_ca_topic_score_gemma":0.0007824468,"domain_scores_codex":[0.9984255,0.0003207554,0.0001647648,0.0001337425,0.0008961395,0.00005922078],"domain_scores_gemma":[0.9987952,0.0004647376,0.00007628345,0.0003523129,0.0002734242,0.00003806278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006529882,0.00003646485,0.0002968952,0.001008232,0.0001849596,0.0001508307,0.0002733497,0.009599737,0.001557281,0.4122566,0.109602,0.4649683],"study_design_scores_gemma":[0.00002745479,0.00006464295,0.0009922351,0.0004920519,0.0001238804,0.0003563391,0.0001492309,0.02065305,0.0008913003,0.5242261,0.4519833,0.00004035427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.007426539,0.2014505,0.5499938,0.007284447,0.02442159,0.0001490818,0.001328499,0.001002555,0.2069429],"genre_scores_gemma":[0.1832473,0.1790798,0.3075694,0.001654286,0.01214317,0.000563978,0.002983389,0.0008084523,0.3119502],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01712301,"threshold_uncertainty_score":0.05728221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02546155984355877,"score_gpt":0.2433689556346963,"score_spread":0.2179073957911375,"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."}}