{"id":"W1563009191","doi":"10.2166/wst.2002.0030","title":"Regional frequency analysis of extreme rainfalls","year":2002,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; McGill University","funders":"","keywords":"Environmental science; Hydrology (agriculture); Climatology; Geology; Geotechnical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004654965,0.0001206644,0.0002807518,0.001371415,0.0002343671,0.00001140959,0.001034914,0.000155571,0.007119825],"category_scores_gemma":[0.00004327568,0.00008530575,0.0001253087,0.006930056,0.003934818,0.0002956665,0.0003319655,0.000136816,0.0008965771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008242442,"about_ca_system_score_gemma":0.000005834587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001589421,"about_ca_topic_score_gemma":0.0002806143,"domain_scores_codex":[0.9982746,0.00002333591,0.0002816433,0.0005258784,0.0003880752,0.0005064769],"domain_scores_gemma":[0.9991794,0.00001387063,0.00007945947,0.0006321759,0.0000230378,0.00007211926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003993186,0.0001935453,0.5790845,0.000001701224,0.0001809216,0.0000301496,0.001518033,0.003192794,0.4059151,0.004090257,0.0006971079,0.00509198],"study_design_scores_gemma":[0.001433775,0.0008654986,0.1223981,0.00001818893,0.003106916,0.0001547787,0.0006886965,0.2195397,0.496013,0.1113577,0.04224098,0.002182653],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762933,0.00005656725,0.001342571,0.003572234,0.00004099802,0.00005833838,0.000001614414,0.0001370964,0.01849729],"genre_scores_gemma":[0.9972884,0.00001823546,0.001697431,0.0002540319,0.000005691715,0.000008996406,0.000001889782,0.000005021448,0.0007202828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4566863,"threshold_uncertainty_score":0.9998813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910994691090469,"score_gpt":0.2185325054059546,"score_spread":0.1994225584950499,"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."}}