{"id":"W3174896615","doi":"10.1145/3448016.3457269","title":"Distributed Stream KNN Join","year":2021,"lang":"en","type":"article","venue":"","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Join (topology); Computer science; Data stream mining; Operator (biology); Streaming data; Distributed computing; Data stream; Data mining","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":[0.00005754768,0.00005133557,0.00005517035,0.00001889444,0.00004085385,0.0002528024,0.0004268,0.00001211569,0.0002011952],"category_scores_gemma":[0.00001512312,0.00004420901,0.00002566478,0.0003113227,0.000007792134,0.0004529814,0.00049608,0.00003254331,0.0002697687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007952609,"about_ca_system_score_gemma":0.00001869919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001044479,"about_ca_topic_score_gemma":0.000009982672,"domain_scores_codex":[0.9994411,0.00001409338,0.00007510743,0.0002116245,0.0001218537,0.0001361851],"domain_scores_gemma":[0.9994456,0.00001403322,0.00001411693,0.0004532424,0.00003118567,0.00004189174],"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":[3.83293e-7,0.0001102679,0.0005153396,0.000006917963,0.00002342805,0.0001944168,0.00002572845,0.000007793135,0.0001643845,0.6329458,0.1654432,0.2005623],"study_design_scores_gemma":[0.0007616675,0.00005113674,0.0134784,0.00001631936,0.00001279111,0.00002155316,0.000125706,0.1455155,0.01789981,0.01557299,0.8060451,0.000498997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006228624,0.00002469093,0.963562,0.002584412,0.0002215615,0.00002810366,0.0000149945,0.0001888605,0.03275257],"genre_scores_gemma":[0.366371,0.00009815894,0.5341781,0.003964885,0.0003469153,0.00001939796,0.001078792,0.00001903458,0.09392363],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6406019,"threshold_uncertainty_score":0.3467421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524758494615974,"score_gpt":0.2304707418468705,"score_spread":0.2152231569007107,"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."}}