{"id":"W1971176997","doi":"10.3103/s1068373907040036","title":"Advanced methods for correcting measured precipitation and results of their application in the polar regions of Russia and North America","year":2007,"lang":"en","type":"article","venue":"Russian Meteorology and Hydrology","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polar; Precipitation; Climatology; Environmental science; Meteorology; Physical geography; Geology; Geography; Physics; Astronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001574885,0.00008753926,0.0002376792,0.00008162457,0.0001152193,0.00000278987,0.0000767273,0.0001041768,0.000002032399],"category_scores_gemma":[0.0002141871,0.00005971864,0.00002098566,0.0001391835,0.0004059795,0.00005888049,0.000008996915,0.0001260108,1.332783e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001443077,"about_ca_system_score_gemma":0.00001545102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000477882,"about_ca_topic_score_gemma":0.003400994,"domain_scores_codex":[0.9989675,0.0002760642,0.0003292848,0.000202909,0.00003914178,0.0001850599],"domain_scores_gemma":[0.9977105,0.001871668,0.0002530341,0.0001102992,0.00001785446,0.0000366791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001703691,0.00003016711,0.2969749,0.00005130246,0.00004434662,0.000001156919,0.01070579,0.00029315,0.0004407088,0.003064082,0.000002601118,0.6866881],"study_design_scores_gemma":[0.0009747798,0.0008535662,0.9539722,0.000006918924,0.00005455615,0.00007243411,0.002014789,0.02427683,0.00006459421,0.01663256,0.0009810518,0.00009577198],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259129,0.0007077163,0.07138435,0.001228739,0.00005238442,0.0003078717,0.00004013688,0.000005822477,0.0003600935],"genre_scores_gemma":[0.9756803,0.0002338232,0.02377651,0.0002199244,0.00001607747,0.000003766215,0.00006460093,0.000002209829,0.000002812814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6865923,"threshold_uncertainty_score":0.2435256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420316259056161,"score_gpt":0.2705940655185592,"score_spread":0.2563909029279977,"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."}}