{"id":"W1599572912","doi":"10.1002/hyp.9880","title":"Frequency analysis of annual maximum suspended sediment concentrations in Abiod wadi, Biskra (Algeria)","year":2013,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"International Development Research Centre","keywords":"Wadi; Siltation; Hydrology (agriculture); Environmental science; Sediment; Sediment transport; Arid; Log-normal distribution; Mediterranean climate; Upstream (networking); Geology; Geography; Statistics; Mathematics; Cartography; Geotechnical engineering; Geomorphology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002531341,0.0001892553,0.0004758795,0.000164437,0.00009412316,0.00001870811,0.0003419579,0.0002024392,0.02208655],"category_scores_gemma":[0.0002025485,0.0001455168,0.0001312121,0.002371048,0.0005223982,0.0003818868,0.0001130145,0.0001738929,0.000470276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006478588,"about_ca_system_score_gemma":0.00002900953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001382902,"about_ca_topic_score_gemma":0.001641806,"domain_scores_codex":[0.998183,0.0001180873,0.0005052235,0.0004857777,0.0002928402,0.0004151411],"domain_scores_gemma":[0.9992503,0.0001571285,0.0001669368,0.000260151,0.00003844894,0.0001270394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002355362,0.0006015564,0.9674393,0.00001722581,0.0003254943,0.00002147424,0.0006873402,0.0205611,0.009108164,0.0003407357,0.0004102627,0.0004638292],"study_design_scores_gemma":[0.001245799,0.0005963069,0.8800053,0.00001368824,0.001477341,0.000008242186,0.0004430872,0.0322375,0.01313785,0.06906361,0.0008947859,0.0008764968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900057,0.0001635578,0.0003353137,0.000954316,0.00002472365,0.000233141,0.00002381208,0.00006214111,0.008197295],"genre_scores_gemma":[0.9987664,0.00005937975,0.0005032573,0.0004305271,0.00001369063,0.00008059704,0.00004571035,0.000007122519,0.00009329669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08743398,"threshold_uncertainty_score":0.9788074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058253592782468,"score_gpt":0.2335579322116784,"score_spread":0.2229753962838538,"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."}}