{"id":"W4298028136","doi":"","title":"The seasonal cycle of deposition and scouring processes in the channel network as a key process for erosion response in badlands catchments, (Draix, Alpes-de-haute-Provence, France)","year":2007,"lang":"en","type":"preprint","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":"","funders":"","keywords":"Erosion; Channel (broadcasting); Deposition (geology); Key (lock); Geology; Hydrology (agriculture); Geomorphology; Environmental science; Telecommunications; Engineering; Computer science; Structural basin; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001902783,0.0001724309,0.0001858219,0.000406989,0.0003075439,0.0006079148,0.0001623412,0.0002248921,0.00044095],"category_scores_gemma":[0.0003744981,0.00009616392,0.00009219298,0.0003512216,0.0004839773,0.0002335421,0.0002234939,0.0001162862,0.00006920296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009420417,"about_ca_system_score_gemma":0.0002538561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05055757,"about_ca_topic_score_gemma":0.1001339,"domain_scores_codex":[0.9998891,0.00002009386,0.000004348371,0.00003576186,0.00001569721,0.0000350025],"domain_scores_gemma":[0.9997783,0.00004212233,0.00007659901,0.000007983605,0.00003216242,0.0000627013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003026582,0.00009497032,0.9770947,0.00002889322,0.00004970201,0.0003488488,0.0008615756,0.001378431,0.01335242,0.0001464592,0.0002394232,0.006101814],"study_design_scores_gemma":[0.000002945831,0.00001936894,0.9993234,8.760251e-7,0.000002422687,0.00001810024,0.00007727099,0.0003428624,0.00009870564,0.000008406421,0.000104097,0.000001487385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998172,0.00002198058,0.00002631607,0.000006820647,4.743153e-7,0.000001953844,0.00004231376,0.000003583902,0.0000793589],"genre_scores_gemma":[0.9996612,0.00002013491,0.00006199552,0.000004281205,0.000001559421,0.000004554885,0.0001036628,0.000001143439,0.0001414274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05055757,"threshold_uncertainty_score":0.1005266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326043547528555,"score_gpt":0.2408995766578933,"score_spread":0.2276391411826078,"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."}}