{"id":"W4200491655","doi":"10.1002/cjs.11667","title":"Multivariate online regression analysis with heterogeneous streaming data","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Statistics","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Computer science; Data mining; Independent and identically distributed random variables; Kalman filter; Covariance; Artificial intelligence; Statistics; Mathematics; Random variable","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004790791,0.000937944,0.001218846,0.001009607,0.0003778695,0.001060832,0.001759135,0.0008086402,0.001648335],"category_scores_gemma":[0.0162836,0.0005601483,0.00107146,0.00157329,0.0004859674,0.001710703,0.001129546,0.001774429,0.0005127501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007361587,"about_ca_system_score_gemma":0.001126762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007926541,"about_ca_topic_score_gemma":0.006466362,"domain_scores_codex":[0.9981229,0.0008537221,0.0001052914,0.0004703618,0.0003384406,0.0001093169],"domain_scores_gemma":[0.9896657,0.007514618,0.0007652456,0.00108906,0.0008074561,0.0001578918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001978694,0.0001865622,0.007105827,0.0001607558,0.0001957311,0.0002380325,0.0001259185,0.7640305,0.003699764,0.0193112,0.002815679,0.2019321],"study_design_scores_gemma":[0.000006127357,0.000012265,0.000436685,0.000002544137,0.000005864305,0.00001251274,0.000009303858,0.9949646,0.0003216471,0.003908585,0.0003156754,0.000004256956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01763971,0.0001788835,0.9807789,0.0001952929,0.0000287684,0.00003467511,0.0001894305,0.0006605301,0.0002939012],"genre_scores_gemma":[0.5309284,0.0007117521,0.4622767,0.0001750214,0.0002569404,0.0002996414,0.001337421,0.0003139213,0.003700263],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007926541,"threshold_uncertainty_score":0.02533644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06687136289205717,"score_gpt":0.2921238885178779,"score_spread":0.2252525256258207,"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."}}