{"id":"W4252095328","doi":"10.1007/978-0-387-39940-9_2434","title":"Datastream Distance","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005170382,0.0006308207,0.0009095814,0.0003370929,0.00006974803,0.0001268597,0.003771303,0.0002809869,0.0000443375],"category_scores_gemma":[0.00008911137,0.0006175951,0.0001460528,0.0001175437,0.0001324441,0.001068048,0.001139083,0.0004690559,0.0002101919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009587359,"about_ca_system_score_gemma":0.0002453695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001366033,"about_ca_topic_score_gemma":0.00002329946,"domain_scores_codex":[0.9964253,0.00005336459,0.001034694,0.001163838,0.0009015434,0.0004212398],"domain_scores_gemma":[0.9934359,0.0001720174,0.0009687776,0.005064497,0.0001532373,0.0002056358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005944652,0.00004862698,0.00001229029,0.000270769,0.00005644342,0.0001789168,0.00005425191,0.000001971045,0.00001210045,0.6543885,0.2910167,0.05395349],"study_design_scores_gemma":[0.000139386,0.0001227395,0.000006351967,0.001503559,0.00004170776,0.00005393674,0.000003518245,0.0002676615,0.00004165817,0.002151426,0.9950761,0.0005919511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001154855,0.002399364,0.1478979,0.00004791789,0.0009908404,0.0006005428,0.01191415,0.0005897788,0.8355584],"genre_scores_gemma":[0.000463169,0.007782248,0.1809138,0.0001030476,0.001299542,0.000088173,0.01586216,0.00019068,0.7932972],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7040594,"threshold_uncertainty_score":0.9996275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01544530495110795,"score_gpt":0.2409215109761343,"score_spread":0.2254762060250264,"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."}}