{"id":"W2048976003","doi":"10.1145/1540276.1540299","title":"WebKDD 2008","year":2008,"lang":"en","type":"article","venue":"ACM SIGKDD Explorations Newsletter","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Knowledge extraction; Las vegas; Conjunction (astronomy); Data science; Library science; World Wide Web; Data mining; History; Archaeology; Tourism","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009131375,0.0001501659,0.0001286377,0.0001241607,0.0005236179,0.0001422535,0.001569447,0.00005384882,0.00007913826],"category_scores_gemma":[0.00009057507,0.0001437435,0.00006161067,0.0006272701,0.0000870205,0.001479757,0.0004152682,0.0001525293,0.002477017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002548089,"about_ca_system_score_gemma":0.00007354696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002659547,"about_ca_topic_score_gemma":0.000007039539,"domain_scores_codex":[0.9987483,0.00003536891,0.0002553899,0.0004309676,0.0002444575,0.0002855019],"domain_scores_gemma":[0.9977534,0.0001079128,0.00006823026,0.001874763,0.0000861102,0.0001095665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[8.723085e-7,0.0001084462,0.0003528106,0.000002026532,0.00001622414,0.00003449605,0.001372207,0.00005475562,0.001994216,0.01501762,0.9631273,0.01791909],"study_design_scores_gemma":[0.0004854385,0.00006804307,0.003265043,0.00001187033,0.00001053056,0.0001784044,0.00006679335,0.01571389,0.004100855,0.005662871,0.969869,0.0005672364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01026585,0.00007493906,0.9276432,0.05852316,0.0003185649,0.0002038637,0.00001810305,0.0004839181,0.0024684],"genre_scores_gemma":[0.1191333,0.0001193648,0.8588606,0.01674403,0.0007241712,0.0004799683,0.0001474591,0.0000364556,0.003754649],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1088675,"threshold_uncertainty_score":0.9982997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05751956576975635,"score_gpt":0.2554444167508769,"score_spread":0.1979248509811206,"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."}}