{"id":"W7161805072","doi":"10.82308/3613","title":"Multisite Multivariate Statistical Downscaling of Daily Extreme Temperature Series","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Downscaling; Statistical analysis; Climate extremes; Air temperature","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009574308,0.0005411839,0.0006780993,0.0007962134,0.0002569275,0.0007302876,0.0007352235,0.0003278349,0.001486363],"category_scores_gemma":[0.003384256,0.0003213057,0.0015701,0.00103861,0.0002279687,0.0008134255,0.00065342,0.0009552476,0.0003772766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678452,"about_ca_system_score_gemma":0.0007545922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00724189,"about_ca_topic_score_gemma":0.01014951,"domain_scores_codex":[0.9995184,0.0001406866,0.00003985151,0.0001584262,0.0001017641,0.00004094557],"domain_scores_gemma":[0.9990682,0.0002888642,0.000128323,0.0002824925,0.0001956976,0.00003649906],"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":[0.0003177786,0.0001377591,0.03513815,0.000234111,0.0005406545,0.0001183522,0.0002316667,0.6244569,0.01692021,0.006779617,0.002654178,0.3124706],"study_design_scores_gemma":[0.00001130955,0.00004458744,0.01276254,0.00001216022,0.00003809557,0.00002809639,0.00003547689,0.9792197,0.003980397,0.001899372,0.001945068,0.00002317313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1681871,0.000373425,0.8270457,0.0002108829,0.0001271711,0.00005298575,0.001030892,0.001770081,0.001201806],"genre_scores_gemma":[0.7771102,0.000462476,0.2172315,0.00007570378,0.0001036004,0.00011691,0.002471844,0.0003236579,0.002104087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00724189,"threshold_uncertainty_score":0.01439953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01906988193397268,"score_gpt":0.2672148836033357,"score_spread":0.248145001669363,"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."}}