{"id":"W1538507433","doi":"10.7202/705345ar","title":"Modèles débit-durée-fréquence d'étiage, concept et usage pour une approche régionale des régimes de basses eaux des bassins hydrographiques de la Loire (France) et du Crisu-Alb (Roumanie)","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Humanities; Geology; Forestry; Philosophy; Geography","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","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003713937,0.0006833444,0.0005921849,0.0002450433,0.002896135,0.0005128966,0.001447177,0.000363818,0.0005849211],"category_scores_gemma":[0.0004785561,0.0006402973,0.0003094956,0.001306813,0.02680304,0.002283296,0.0006426745,0.0005967419,0.0002167545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008479938,"about_ca_system_score_gemma":0.0002695186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01146461,"about_ca_topic_score_gemma":0.01006233,"domain_scores_codex":[0.9943867,0.00147543,0.000589596,0.00118749,0.0005320031,0.001828804],"domain_scores_gemma":[0.9977856,0.001014245,0.0002918433,0.0004372243,0.00005683141,0.0004142907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004840808,0.001138661,0.6691854,0.0005993515,0.0002181181,0.0003281039,0.04754349,0.2095692,0.007399297,0.03605694,0.008779505,0.01913356],"study_design_scores_gemma":[0.001370002,0.0009099329,0.4652089,0.001787429,0.000452195,0.001092534,0.007343201,0.2009671,0.009007606,0.2391466,0.07051526,0.002199234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8492886,0.01897059,0.06928617,0.01846194,0.0001894363,0.0005258412,0.00004956035,0.0003158745,0.042912],"genre_scores_gemma":[0.7583402,0.01994174,0.2132724,0.003290205,0.0001782168,0.00009156054,0.000007063908,0.00004121274,0.004837357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2039765,"threshold_uncertainty_score":0.9996048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04729423282775097,"score_gpt":0.311977950228568,"score_spread":0.264683717400817,"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."}}