{"id":"W2990925271","doi":"","title":"Improving soil bioengineering techniques to control erosion and sedimentation within the context of torrential Mediterranean climate: a French-Canadian experience","year":2013,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mediterranean climate; Sedimentation; Context (archaeology); Erosion; Environmental science; Erosion control; Environmental resource management; Hydrology (agriculture); Engineering; Geography; Geology; Geotechnical engineering; Sediment; Geomorphology; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001408279,0.0002717579,0.0003199188,0.0001748849,0.0002273929,0.0001942197,0.0004738123,0.0001583558,0.00002072087],"category_scores_gemma":[0.000365185,0.0002417491,0.00007916201,0.0001592957,0.0001696586,0.0001271721,0.0003575671,0.0003354819,0.000003268007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289055,"about_ca_system_score_gemma":0.00006297116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04544275,"about_ca_topic_score_gemma":0.262192,"domain_scores_codex":[0.9981982,0.0004390818,0.0004787322,0.0003587367,0.0002344521,0.0002908279],"domain_scores_gemma":[0.997999,0.0003732668,0.0001613315,0.0007469103,0.0005440934,0.0001753865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003484749,0.0002381652,0.02023496,0.002337581,0.0003724927,0.000004294884,0.3497958,0.003448577,0.2659401,0.007522836,0.001801137,0.3482693],"study_design_scores_gemma":[0.001038309,0.000004603911,0.03261115,0.003652066,0.0001527608,0.000007913536,0.004736063,0.3558895,0.5986942,0.0003603589,0.001595413,0.001257602],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326818,0.001123314,0.06168183,0.001893561,0.0005632007,0.0009762825,0.0001384486,0.000304985,0.0006365683],"genre_scores_gemma":[0.9944557,0.0001087668,0.00500154,0.00003075935,0.00002836861,0.0002468188,0.00006141535,0.00003202221,0.0000346256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.352441,"threshold_uncertainty_score":0.985824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01053452075685478,"score_gpt":0.2122694050657305,"score_spread":0.2017348843088758,"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."}}