{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001778428,0.00008975051,0.0002088151,0.00001189745,0.00004308868,0.000004413364,0.00006245471,0.00003403534,0.001514667],"category_scores_gemma":[0.0001494714,0.00008078825,0.00007501748,0.0001858933,0.00006352337,0.0001056479,0.00007095277,0.00005611781,0.0003935408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007679742,"about_ca_system_score_gemma":0.000006121145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003797684,"about_ca_topic_score_gemma":0.0006406694,"domain_scores_codex":[0.999033,0.0001286446,0.0002938341,0.0001953048,0.0001862762,0.0001629048],"domain_scores_gemma":[0.9994183,0.0001543738,0.00007503847,0.0002482742,0.00001631918,0.00008767566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003572248,0.00484074,0.07482059,0.00767216,0.0002327911,0.0001901173,0.0172176,0.1157608,0.4552383,0.008698468,0.05437407,0.2605971],"study_design_scores_gemma":[0.001702559,0.00101737,0.5181317,0.009688527,0.0006599409,0.00005519816,0.000453025,0.007828671,0.0343903,0.008146123,0.4156294,0.002297113],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633955,0.001512779,0.004264224,0.000973033,0.00008603534,0.0009971934,0.00009738504,0.00003799927,0.02863581],"genre_scores_gemma":[0.9963551,0.0004743406,0.001985262,0.001000731,0.00001336342,0.00000991091,0.00001885388,0.000009492044,0.0001329756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4433112,"threshold_uncertainty_score":0.9993981,"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."}}