{"id":"W2377349363","doi":"","title":"Internet Popular Topics Extraction of Traffic Content Words Correlation","year":2007,"lang":"en","type":"article","venue":"Xi'an Jiaotong Daxue xuebao","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"The Internet; Computer science; Cluster analysis; DBSCAN; Noise (video); Data mining; Information retrieval; World Wide Web; Artificial intelligence; Fuzzy clustering; Image (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007230688,0.0001942335,0.000285642,0.0003021651,0.00006470103,0.00007526755,0.0007002747,0.0001484644,0.00002446915],"category_scores_gemma":[0.0000791566,0.0001945508,0.0001363309,0.000482537,0.00006495626,0.001285376,0.0001118814,0.0002594069,0.00001879819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001555482,"about_ca_system_score_gemma":0.00003081517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009305897,"about_ca_topic_score_gemma":0.0002168177,"domain_scores_codex":[0.9981533,0.00007360254,0.0006046462,0.000452004,0.0003977224,0.0003186782],"domain_scores_gemma":[0.998531,0.00006188048,0.0003480273,0.0007697359,0.0001640011,0.0001253647],"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":[0.0001361089,0.000997879,0.01251751,0.00006919213,0.0001944411,0.0001535113,0.00551135,0.007746261,0.02869387,0.1466036,0.001435838,0.7959404],"study_design_scores_gemma":[0.00193003,0.001425972,0.06052326,0.0003068365,0.000201548,0.000196093,0.0009389839,0.6993946,0.1577394,0.009129512,0.06633925,0.001874527],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3071406,0.00007755392,0.6913257,0.00008715549,0.0002964353,0.0001915207,9.246025e-7,0.0002846838,0.0005954911],"genre_scores_gemma":[0.9211175,0.00001189755,0.07681816,0.00008691501,0.0001103639,0.00001099735,0.00002066115,0.00001637005,0.001807059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7940659,"threshold_uncertainty_score":0.793355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04147398199296873,"score_gpt":0.3068449524112791,"score_spread":0.2653709704183104,"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."}}