{"id":"W7161964876","doi":"10.82308/33459","title":"Statistical modeling of extreme rainfall processes in consideration of climate change","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Extreme value theory; Context (archaeology); Extreme weather; Population; Statistical model; Climate model; Scaling; Generalized extreme value distribution","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":[0.00217237,0.000475424,0.0007635272,0.0009406857,0.0005325266,0.001342944,0.001526598,0.0009405181,0.001113337],"category_scores_gemma":[0.005441463,0.0004399465,0.0008104815,0.001628416,0.0008309425,0.0008841766,0.0008264258,0.001071171,0.0002191301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001506323,"about_ca_system_score_gemma":0.001617856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04945403,"about_ca_topic_score_gemma":0.02812676,"domain_scores_codex":[0.9992698,0.0003341404,0.00003053558,0.000132469,0.0001340306,0.00009913391],"domain_scores_gemma":[0.9976693,0.001575767,0.0003471991,0.00008442724,0.0002515474,0.00007184639],"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":[0.00001398458,0.00001228428,0.002855491,0.00001833679,0.0000301683,0.00006881865,0.00003579497,0.9747785,0.000216797,0.0177862,0.0004459921,0.003737593],"study_design_scores_gemma":[0.000001262901,0.000004040869,0.0006476847,0.000001785891,0.000003174545,0.000006298897,0.000008551105,0.9950255,0.00002098471,0.00396603,0.0003109909,0.000003691841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1257107,0.0007945185,0.8643562,0.001182031,0.0001526474,0.0001107222,0.0008251201,0.0006063636,0.006261691],"genre_scores_gemma":[0.9515817,0.001070925,0.03953873,0.0001381963,0.0002181674,0.000230759,0.0007392095,0.0001203045,0.006362056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04945403,"threshold_uncertainty_score":0.09833235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04142529770912109,"score_gpt":0.3074419146724507,"score_spread":0.2660166169633297,"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."}}