{"id":"W2500189384","doi":"10.1142/9781848162716_0007","title":"Uncertainty in Rainfall Inputs","year":2014,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Environmental science; Geography; Econometrics; Hydrology (agriculture); Computer science; Mathematics; Geology; Geotechnical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000399,0.0004430094,0.0006710517,0.00009860213,0.0001262153,0.00002942763,0.0005277351,0.0007487059,0.005418124],"category_scores_gemma":[0.00003658234,0.000423609,0.0002310045,0.00001565832,0.0004567558,0.00004435793,0.0004782508,0.0004940673,0.0006700786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002133793,"about_ca_system_score_gemma":0.00003778478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136066,"about_ca_topic_score_gemma":0.004219404,"domain_scores_codex":[0.9978954,0.00009888159,0.0005234858,0.000682154,0.0003642205,0.0004359041],"domain_scores_gemma":[0.9989284,0.0001053757,0.0002061034,0.0005903137,0.0000108584,0.0001589801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003920064,0.0001998358,0.0006543534,0.0002216654,0.001192321,0.001844161,0.005230444,0.02474175,0.005928779,0.7146244,0.2169312,0.02451099],"study_design_scores_gemma":[0.0008422942,0.00008224753,0.0000172412,0.00003332667,0.00008870072,0.00000944296,0.000001227152,0.001015008,0.0001423606,0.01395864,0.9832876,0.0005219547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003085272,0.0000463654,0.00003642536,0.00005949864,0.0003829983,0.000437852,0.000105886,0.00005079465,0.9957949],"genre_scores_gemma":[0.1848955,0.00001961356,0.00006319775,0.0005765818,0.0003461147,0.00005604286,0.00003595753,0.00005350196,0.8139535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7663563,"threshold_uncertainty_score":0.9998215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433248234857092,"score_gpt":0.226307964272944,"score_spread":0.2119754819243731,"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."}}