{"id":"W2209570098","doi":"10.1007/s00477-015-1195-1","title":"Stochastic evaluation of simple pairing approaches to reconstruct incomplete rainfall time series","year":2015,"lang":"en","type":"article","venue":"Stochastic Environmental Research and Risk Assessment","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Statistics; Mathematics; Series (stratigraphy); Marginal distribution; Nonlinear system; Pairing; Rain gauge; Applied mathematics; Random variable; Computer science","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":[0.01157732,0.001043524,0.001548665,0.00201201,0.0006155912,0.002170555,0.001457311,0.001712483,0.003805344],"category_scores_gemma":[0.02860312,0.000726831,0.001249537,0.001714677,0.001135333,0.002868951,0.003353371,0.001382807,0.0003212442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001175086,"about_ca_system_score_gemma":0.001587626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001917694,"about_ca_topic_score_gemma":0.001979321,"domain_scores_codex":[0.9978588,0.00115164,0.0001642122,0.0002255137,0.0004547762,0.0001451193],"domain_scores_gemma":[0.982797,0.01365108,0.0007266617,0.001036351,0.001199981,0.0005889853],"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":[0.000290309,0.00008582412,0.002526704,0.00009937568,0.00009391282,0.00008003152,0.00007065741,0.9095325,0.001066379,0.04238216,0.0005786632,0.04319356],"study_design_scores_gemma":[0.000007376872,0.00003068305,0.0001227591,0.000005339694,0.000006716487,0.00001244773,0.000005924962,0.9944543,0.0003291768,0.004913642,0.000107055,0.000004604325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05261007,0.0002049012,0.9452675,0.0001034609,0.00007177416,0.00007575918,0.0001362664,0.0001991693,0.001331132],"genre_scores_gemma":[0.631721,0.0004016611,0.3647386,0.00008312354,0.000149351,0.0002569292,0.0006573016,0.000225621,0.001766514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01157732,"threshold_uncertainty_score":0.06122744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375406866905159,"score_gpt":0.3420249046317496,"score_spread":0.2044842179412337,"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."}}