{"id":"W2359932463","doi":"","title":"Fuzzy kNN Text Classifier Based on Gini Index","year":2006,"lang":"en","type":"article","venue":"Journal of Guangxi Normal University","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Computer science; Preprocessor; Categorization; Artificial intelligence; Classifier (UML); Text categorization; Bottleneck; Fuzzy logic; Machine learning; Data mining; Pattern recognition (psychology)","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":[0.002251634,0.0008534173,0.001864435,0.004032286,0.001141264,0.001753243,0.001721404,0.001160542,0.002038673],"category_scores_gemma":[0.01123958,0.0002598815,0.000763268,0.002543144,0.0005971959,0.002333781,0.0005633343,0.001331109,0.001097823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001463603,"about_ca_system_score_gemma":0.001590481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00531475,"about_ca_topic_score_gemma":0.003677239,"domain_scores_codex":[0.9977888,0.0003888232,0.0001918111,0.0004746891,0.00103443,0.0001213858],"domain_scores_gemma":[0.9971961,0.0009845031,0.0002231017,0.000202602,0.001312522,0.00008111414],"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":[0.0004948154,0.0001934171,0.006117557,0.0002697844,0.0002001318,0.0002134453,0.0002284969,0.1477093,0.01472933,0.02121954,0.02348435,0.78514],"study_design_scores_gemma":[0.0000218648,0.00004715631,0.00132759,0.00001930046,0.00002687281,0.0001258121,0.00002822801,0.9778019,0.005218009,0.0120895,0.003262177,0.00003169079],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03355644,0.0008241813,0.9564973,0.0004680998,0.0003226451,0.0003627683,0.0004807826,0.002154608,0.005333201],"genre_scores_gemma":[0.3525435,0.0007741309,0.636573,0.0002116289,0.0004352622,0.0004863387,0.001914994,0.0002540346,0.006807095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00531475,"threshold_uncertainty_score":0.01190794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008307384570624804,"score_gpt":0.2154244283427986,"score_spread":0.2071170437721738,"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."}}