{"id":"W2019594722","doi":"10.5539/jgg.v2n1p36","title":"Regressions on Monthly Stream Discharge to Predict Sediment Inflow to a Reservoir in Algeria","year":2010,"lang":"en","type":"article","venue":"Journal of Geography and Geology","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rating curve; Sediment; Hydrology (agriculture); Environmental science; Sedimentation; Wadi; Inflow; Sedimentary budget; Deposition (geology); Geology; Sediment transport; Geomorphology; Geotechnical engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003584202,0.0001138766,0.000221648,0.0001180541,0.00009091842,0.00001691482,0.0001887815,0.0001167901,0.0002646673],"category_scores_gemma":[0.00005070859,0.00004201354,0.0001004557,0.0003256513,0.00004786349,0.00006418898,0.00003788781,0.0003197802,0.000006161003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003476695,"about_ca_system_score_gemma":0.000009919644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002250805,"about_ca_topic_score_gemma":0.003089459,"domain_scores_codex":[0.9990284,0.00004935059,0.0003194478,0.0001703889,0.0001925572,0.0002398661],"domain_scores_gemma":[0.9993655,0.0001137025,0.00008864558,0.00005456245,0.00006156182,0.0003159943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000455144,0.0002717664,0.9457921,0.000002298501,0.00001664872,0.00003278241,0.0001815608,0.00003464994,0.03998262,0.0002639504,0.001358421,0.0116081],"study_design_scores_gemma":[0.0003339852,0.001737496,0.9721609,0.00004575169,0.000007105867,0.0000108567,0.0001207297,0.000008306392,0.0006107246,0.0003703601,0.02450499,0.00008883427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867124,0.00005889608,6.91865e-7,0.01222515,0.000406215,0.0001419,0.00001722701,0.000008837061,0.000428677],"genre_scores_gemma":[0.9982338,0.00004300051,0.0001463584,0.001334813,0.0001764692,0.000007154534,0.000006366497,7.100166e-7,0.00005130712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0393719,"threshold_uncertainty_score":0.2897921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008713595788497829,"score_gpt":0.2268877606506473,"score_spread":0.2181741648621494,"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."}}