{"id":"W107532537","doi":"10.4018/978-1-60960-102-7.ch013","title":"iVAS","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Visualization; Database transaction; Set (abstract data type); Information retrieval; Data mining; Information visualization; Data science; Database; Programming language","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007217543,0.0009172078,0.0005233326,0.00198157,0.0008854897,0.004581396,0.002045647,0.001122276,0.2493492],"category_scores_gemma":[0.00261454,0.0004922844,0.0007311678,0.002416282,0.0004514044,0.003152383,0.002784679,0.001168254,0.1449492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101054,"about_ca_system_score_gemma":0.0009732762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250024,"about_ca_topic_score_gemma":0.001545425,"domain_scores_codex":[0.9990631,0.000147575,0.00006834922,0.0001932387,0.000431339,0.00009639787],"domain_scores_gemma":[0.9990877,0.0001545118,0.00005335372,0.0002593518,0.0003086741,0.0001363259],"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":[0.0002171291,0.00007113518,0.0005453607,0.0005054528,0.00002056315,0.000199437,0.0005128258,0.001170498,0.005245445,0.1145139,0.4374079,0.4395903],"study_design_scores_gemma":[0.00001037548,0.00002051002,0.0001565337,0.00006797676,0.000006134618,0.0002230403,0.00008531191,0.001142636,0.001220712,0.009155342,0.9879025,0.000009011381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005055555,0.003254448,0.1696738,0.001910724,0.001821708,0.0004002144,0.008601084,0.03441768,0.7748648],"genre_scores_gemma":[0.04717456,0.004079932,0.1347338,0.001091009,0.0005404532,0.0005540696,0.01750403,0.005820352,0.7885018],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7506508,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03144848864975316,"score_gpt":0.2471299384026578,"score_spread":0.2156814497529046,"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."}}