{"id":"W2089680092","doi":"10.1175/mwr3439.1","title":"Adjoint Sensitivity of Surface Precipitation to Initial Conditions","year":2007,"lang":"en","type":"article","venue":"Monthly Weather Review","topic":"Climate variability and models","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Environmental science; Precipitation; Orography; Baroclinity; Convection; Climatology; Sensitivity (control systems); Atmospheric sciences; Data assimilation; Advection; Middle latitudes; Meteorology; Geology; Physics; Thermodynamics","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":[0.0005946196,0.0002901625,0.0003356124,0.0002786328,0.0001708617,0.0006217521,0.0002449492,0.0004131664,0.000913686],"category_scores_gemma":[0.002322497,0.0002284481,0.0004732783,0.0001870313,0.0004061543,0.000413581,0.0005514856,0.0005927032,0.00006326725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003927529,"about_ca_system_score_gemma":0.0003135378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004062016,"about_ca_topic_score_gemma":0.001101009,"domain_scores_codex":[0.9998018,0.00004666995,0.00001037931,0.0000486104,0.00005285287,0.00003980169],"domain_scores_gemma":[0.9993421,0.0003681603,0.00006090287,0.00008722552,0.0001069443,0.00003465656],"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":[0.000283132,0.00008862714,0.0189254,0.0000513665,0.0000999355,0.0001397896,0.00004964535,0.905878,0.06292389,0.001324715,0.0002456251,0.009989867],"study_design_scores_gemma":[0.00001160199,0.00004753931,0.0099052,0.00000255125,0.000008716097,0.00001399027,0.000007476469,0.9784389,0.0109968,0.0004753968,0.0000779613,0.00001387298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727508,0.00003795327,0.02534836,0.00005617256,0.00002591147,0.0000175403,0.0003243708,0.0002480225,0.001190961],"genre_scores_gemma":[0.9989556,0.000006885065,0.0008262324,0.000008239967,0.00000200003,0.000004333182,0.0001021331,0.00000996481,0.00008451272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004062016,"threshold_uncertainty_score":0.008076787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123980655952513,"score_gpt":0.3103247705458796,"score_spread":0.2790849639863545,"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."}}