{"id":"W2377206439","doi":"","title":"THE ENSEMBLE KALMAN FILTER THEORY AND METHOD DEVELOPMENT","year":2005,"lang":"en","type":"article","venue":"Journal of Tropical Meteorology","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ensemble Kalman filter; Data assimilation; Kalman filter; Fast Kalman filter; Alpha beta filter; Invariant extended Kalman filter; Extended Kalman filter; Computer science; Covariance intersection; Unscented transform; Algorithm; Control theory (sociology); Artificial intelligence; Meteorology; Geography; Moving horizon estimation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002120791,0.0009787006,0.001400159,0.001685483,0.0007242195,0.001807273,0.001319145,0.001585474,0.003560634],"category_scores_gemma":[0.004326249,0.0006403377,0.001565485,0.002452394,0.0009632486,0.002708429,0.001574448,0.002567223,0.002084059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001478184,"about_ca_system_score_gemma":0.002342368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01211743,"about_ca_topic_score_gemma":0.003706642,"domain_scores_codex":[0.9980054,0.0006110335,0.000142935,0.0005093655,0.0006246218,0.0001066382],"domain_scores_gemma":[0.9987997,0.0004955059,0.00009050791,0.0001097114,0.0004693391,0.00003529028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004927259,0.00003942119,0.001732783,0.0005326385,0.0002313549,0.0001965393,0.0002567527,0.1664271,0.001564421,0.4095179,0.01469186,0.4047599],"study_design_scores_gemma":[0.00002334904,0.00009086805,0.00123463,0.0003037156,0.0001329101,0.0003572407,0.000077114,0.594014,0.002055323,0.2709462,0.1306186,0.0001458617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005380861,0.005168309,0.9874824,0.0004262092,0.0003409773,0.00003315376,0.0001143722,0.000213168,0.005683194],"genre_scores_gemma":[0.1709225,0.04609762,0.7492455,0.0009735557,0.002961859,0.0007558029,0.001201135,0.0003533571,0.02748863],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01211743,"threshold_uncertainty_score":0.02409375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0242666765257237,"score_gpt":0.2683136117426673,"score_spread":0.2440469352169436,"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."}}