{"id":"W1973631324","doi":"10.2166/nh.2010.114","title":"Downscaling atmospheric patterns to multi-site precipitation amounts in southern Scandinavia","year":2010,"lang":"en","type":"article","venue":"Hydrology research","topic":"Climate variability and models","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Downscaling; Precipitation; Environmental science; Geopotential height; Climatology; Bivariate analysis; Singular spectrum analysis; Meteorology; Mathematics; Singular value decomposition; Statistics; Geography; Geology","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":[0.0007073079,0.000431534,0.0003642944,0.0004753572,0.0004378955,0.000632591,0.0005433746,0.0004330344,0.0007558701],"category_scores_gemma":[0.001386033,0.0004140111,0.000730777,0.0007544301,0.0003157188,0.0003186627,0.0004274058,0.0002863442,0.0001823616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007556659,"about_ca_system_score_gemma":0.00109463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1729079,"about_ca_topic_score_gemma":0.175043,"domain_scores_codex":[0.9997707,0.00006572287,0.00002446769,0.00007044092,0.00003056706,0.00003821065],"domain_scores_gemma":[0.9996772,0.00010674,0.00005522694,0.0000525422,0.00007636371,0.00003194803],"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":[0.0002554242,0.00009033902,0.08949308,0.00004178068,0.0001535883,0.0003437902,0.0002375859,0.8846111,0.00380015,0.0004181909,0.0008224288,0.0197326],"study_design_scores_gemma":[0.00005935376,0.00004632352,0.1005297,0.00002152242,0.00003828843,0.00003006365,0.0001092965,0.8969002,0.001203526,0.0003786057,0.0006575602,0.00002564496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951208,0.00005192303,0.003462278,0.00005382406,0.00001967793,0.00001013452,0.0004667732,0.0001310974,0.0006834721],"genre_scores_gemma":[0.9965591,0.00003998459,0.002177848,0.000008877668,0.000004470064,0.00001072684,0.0009230236,0.00001886002,0.0002571369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1729079,"threshold_uncertainty_score":0.343803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04674035737306816,"score_gpt":0.3468926121665341,"score_spread":0.3001522547934659,"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."}}