{"id":"W2027469749","doi":"10.1029/2005gl024057","title":"Bias corrections of long‐term (1973–2004) daily precipitation data over the northern regions","year":2005,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":310,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Precipitation; Snow; Environmental science; Climatology; Atmospheric sciences; Latitude; Arctic; Meteorology; Geography; Geology; Oceanography; Geodesy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002442935,0.0003894097,0.0003105708,0.001108992,0.0004645867,0.0004410488,0.0004359417,0.0002099836,0.0008015851],"category_scores_gemma":[0.005364229,0.0001874999,0.000679092,0.00248383,0.000164108,0.0003012183,0.0003775708,0.0003372112,0.0003798409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000901363,"about_ca_system_score_gemma":0.001374386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03290541,"about_ca_topic_score_gemma":0.06605241,"domain_scores_codex":[0.9990846,0.0001823144,0.0001435254,0.0002199572,0.0002759729,0.00009365046],"domain_scores_gemma":[0.9974674,0.0004125727,0.0004301957,0.0003846692,0.001267108,0.00003810452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003613727,0.00011474,0.6767108,0.0002654619,0.0006322286,0.0001370062,0.0006312815,0.03158255,0.026025,0.001181911,0.005364399,0.2569932],"study_design_scores_gemma":[0.00005464593,0.0001090133,0.9452035,0.00002535097,0.0001204814,0.00008363119,0.0001064429,0.02357364,0.01454789,0.0004218997,0.01571264,0.00004087026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130366,0.0007021438,0.072772,0.000151053,0.0002065349,0.0002730819,0.008185768,0.001104265,0.003568551],"genre_scores_gemma":[0.911678,0.0003215226,0.07498492,0.00009073928,0.00007833368,0.0004243271,0.008537534,0.0004117128,0.003472892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03290541,"threshold_uncertainty_score":0.06542772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07601246924893018,"score_gpt":0.3165493399341646,"score_spread":0.2405368706852344,"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."}}