{"id":"W2058520097","doi":"10.3406/morfo.2002.1124","title":"La place de l'hydrogéomorphologie dans les études d'inondation en France méditerranéenne / The contribution of hydrogeomorphology in flood hazard assessment: a review of the situation in southern France","year":2002,"lang":"en","type":"review","venue":"Géomorphologie relief processus environnement","topic":"Water management and technologies","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Transports","funders":"","keywords":"Flood myth; Geography; Water resource management; Hydrology (agriculture); Physical geography; Environmental science; Geology; Archaeology; 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":[],"consensus_categories":[],"category_scores_codex":[0.002234986,0.0005511112,0.001462732,0.0000929161,0.0001549811,0.00002474866,0.00172141,0.00068052,0.0001642249],"category_scores_gemma":[0.0005246869,0.0002155363,0.0003542271,0.001122316,0.0006454786,0.0001010311,0.0005835548,0.0008875152,0.00001448353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003149192,"about_ca_system_score_gemma":0.00008654477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007207736,"about_ca_topic_score_gemma":0.001536166,"domain_scores_codex":[0.9956483,0.001100205,0.001417507,0.0007104792,0.000490899,0.0006326242],"domain_scores_gemma":[0.997189,0.0008043341,0.00147789,0.0004230099,0.00007001257,0.00003574105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002438928,0.00119595,0.01513175,0.01666628,0.0001637133,0.00007901435,0.0004824145,0.0001636308,0.00181443,0.001394965,0.0002376095,0.9626458],"study_design_scores_gemma":[0.001610671,0.0008654925,0.02190056,0.05257922,0.001002023,0.00012569,0.001328125,0.0002611116,0.0006689875,0.0007154937,0.9176989,0.001243734],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06821986,0.9264752,0.00006803407,0.00173693,0.00008813679,0.002832707,0.000186101,0.0000796836,0.0003133008],"genre_scores_gemma":[0.1911748,0.8075867,0.00009108517,0.00008083344,0.00003098501,0.0006421931,0.0002777832,0.00000721443,0.0001083089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9614021,"threshold_uncertainty_score":0.8789315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02851232719704426,"score_gpt":0.2641856966080323,"score_spread":0.235673369410988,"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."}}