{"id":"W2772871761","doi":"10.1002/2017jc013172","title":"Reduced‐Rank Array Modes of the California Current Observing System","year":2017,"lang":"en","type":"article","venue":"Journal of Geophysical Research Oceans","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Association of Canadian Universities for Research in Astronomy; National Science Foundation","keywords":"Overfitting; Empirical orthogonal functions; Rank (graph theory); Covariance matrix; Data assimilation; Algorithm; Covariance; Mathematics; State space; Computer science; Applied mathematics; Statistical physics; Statistics; Physics; Meteorology; Combinatorics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0008792204,0.0003313908,0.000223056,0.0008430327,0.0002430261,0.0008092911,0.0004250505,0.0002524407,0.001296659],"category_scores_gemma":[0.003970429,0.0002489485,0.0002150564,0.0008696065,0.0002369199,0.0006870404,0.0003782647,0.0005196599,0.0002859514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004672791,"about_ca_system_score_gemma":0.0007985845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03983001,"about_ca_topic_score_gemma":0.03432713,"domain_scores_codex":[0.9996532,0.00007343328,0.00001596642,0.00009574116,0.0001224542,0.00003917304],"domain_scores_gemma":[0.9989341,0.0003342787,0.0001722947,0.0001796829,0.0003421461,0.00003752771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004220803,0.0001025461,0.1581555,0.0001223775,0.0001617252,0.0001785827,0.0003978617,0.6029793,0.008216165,0.02764923,0.01089425,0.1907204],"study_design_scores_gemma":[0.00002827163,0.00003299818,0.08004088,0.00002979545,0.00002304991,0.00003947023,0.00008489327,0.9050954,0.001570023,0.008550249,0.004449537,0.00005543056],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8949928,0.0005792275,0.07987071,0.000684251,0.00007466513,0.00007237103,0.008593326,0.0005685526,0.01456406],"genre_scores_gemma":[0.9722067,0.0001905509,0.02176691,0.00003037256,0.00003920218,0.00002043837,0.004153055,0.00003727216,0.001555603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03983001,"threshold_uncertainty_score":0.07919639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06131930735839512,"score_gpt":0.3196295616551554,"score_spread":0.2583102542967602,"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."}}