{"id":"W4399278214","doi":"","title":"Évolution des flux sédimentaires des frayères dans un torrent alpin (Roya): Projet Concert-Eaux \"Consultation transfrontalière de la vallée de la Roya aux stratégies d'adaptation au changement climatique\", WP 4.1.5, volet « mesure de la morphodynamique fluviale et du transport solide »","year":2021,"lang":"fr","type":"report","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society; Espace pour la vie","funders":"","keywords":"Hydrology (agriculture); Sediment; Environmental science; Sediment transport; Geology; STREAMS; Geomorphology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007164348,0.0007284956,0.0005078425,0.001487617,0.0008293505,0.001901538,0.0003971697,0.001047119,0.0014429],"category_scores_gemma":[0.001039045,0.00035124,0.0005963211,0.001379696,0.0007611912,0.0006534925,0.0004237121,0.000829888,0.00047521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002182106,"about_ca_system_score_gemma":0.0007323732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1906768,"about_ca_topic_score_gemma":0.1249229,"domain_scores_codex":[0.9997339,0.00005013992,0.00001350176,0.00009726247,0.00006720502,0.0000379845],"domain_scores_gemma":[0.9993105,0.0002371121,0.0001562888,0.00003576141,0.000196528,0.00006379856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002387454,0.0003094016,0.7662824,0.000317126,0.0007228236,0.001866222,0.005319023,0.03713241,0.1046782,0.002087496,0.0009987901,0.07789873],"study_design_scores_gemma":[0.00003042878,0.00007888914,0.9905303,0.00001445412,0.00002215384,0.0002144311,0.0003494656,0.004664082,0.001743238,0.00005630285,0.002274856,0.00002140889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972832,0.0003099137,0.0004648546,0.0000382617,0.000004543184,0.000008008882,0.0006075244,0.0000466761,0.001236975],"genre_scores_gemma":[0.9947804,0.0002948049,0.001545238,0.00001194081,0.000008252409,0.00002066106,0.0008891507,0.00003070449,0.002418822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1906768,"threshold_uncertainty_score":0.3791339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02668872461775677,"score_gpt":0.2602401010146418,"score_spread":0.233551376396885,"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."}}