{"id":"W2110375536","doi":"10.1175/mwr3265.1","title":"One-Dimensional Variational Data Assimilation of SSM/I Observations in Rainy Atmospheres at MSC","year":2007,"lang":"en","type":"article","venue":"Monthly Weather Review","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data assimilation; Water vapor; Environmental science; Meteorology; Humidity; Brightness; Brightness temperature; Remote sensing; Assimilation (phonology); Atmospheric sciences; Geology; Geography; Physics","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":[0.000479422,0.0002882743,0.0003033873,0.0004073523,0.0002885396,0.0004698853,0.0006215471,0.0002602616,0.0005286008],"category_scores_gemma":[0.0009229634,0.0001531121,0.0004742816,0.0005374508,0.0001817439,0.0003271985,0.0003075375,0.0004673895,0.000141261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000994447,"about_ca_system_score_gemma":0.0009181298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1096545,"about_ca_topic_score_gemma":0.09570583,"domain_scores_codex":[0.9998259,0.00003007167,0.00001071498,0.00003840175,0.00007256273,0.00002233672],"domain_scores_gemma":[0.9997581,0.00003852781,0.00002316844,0.00005334773,0.0001057579,0.00002128538],"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":[0.0002586241,0.0002035099,0.02906851,0.00009307414,0.0002495405,0.00006192262,0.0001066211,0.864311,0.05024319,0.003175001,0.002279497,0.04994954],"study_design_scores_gemma":[0.0000247625,0.00002783151,0.02092678,0.000005402058,0.00001887306,0.000004656514,0.00001904388,0.9656592,0.01180318,0.0004135482,0.001075766,0.00002094008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9445936,0.000151016,0.04641386,0.0001571951,0.00006524258,0.00008192765,0.003345547,0.0007747029,0.004416934],"genre_scores_gemma":[0.9788454,0.0000566558,0.01736161,0.00002127535,0.00001325572,0.00002628834,0.002895737,0.00005003325,0.0007298056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1096545,"threshold_uncertainty_score":0.2180325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1218545272942322,"score_gpt":0.2889759196796477,"score_spread":0.1671213923854155,"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."}}