{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002383715,0.0009095732,0.001701967,0.001193643,0.001840409,0.002672428,0.00245288,0.001210743,0.01038944],"category_scores_gemma":[0.007111379,0.0004118628,0.0007820808,0.002281571,0.0007791354,0.003100699,0.005036914,0.001309344,0.004045907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009254831,"about_ca_system_score_gemma":0.001837926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002136596,"about_ca_topic_score_gemma":0.003176855,"domain_scores_codex":[0.9964213,0.0003843332,0.0003278363,0.001046226,0.001472954,0.0003473314],"domain_scores_gemma":[0.9961501,0.000841702,0.0002481796,0.001301784,0.001104032,0.0003542301],"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":[0.004877867,0.0008082136,0.008652672,0.0009108646,0.000362894,0.0009738118,0.0008958142,0.1702936,0.0325598,0.06055313,0.09601344,0.623098],"study_design_scores_gemma":[0.0003732491,0.0003582093,0.001274161,0.00006075418,0.00007863226,0.0006552229,0.0005034485,0.8276332,0.01939088,0.07496491,0.0746312,0.00007611058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03119847,0.00113841,0.9452271,0.0006124045,0.0008368123,0.0006168149,0.002556204,0.006258646,0.01155498],"genre_scores_gemma":[0.4522742,0.0009886204,0.5079482,0.0008603318,0.0008725752,0.0007888169,0.01176682,0.001098528,0.02340202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01038944,"threshold_uncertainty_score":0.03475618,"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."}}