{"id":"W2147422345","doi":"10.7202/705097ar","title":"Prélèvement et échantillonnage dans les petits bassins-versants ruraux","year":2005,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Forestry; Humanities; Physics; Geography; Art","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":[0.0003152105,0.0004066873,0.0006404677,0.0004861937,0.0007926754,0.001034288,0.0002769787,0.0004389918,0.001591718],"category_scores_gemma":[0.0003510017,0.0001983086,0.0003766522,0.0003701044,0.0003328726,0.0004601697,0.0003796447,0.0003566264,0.0003336638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004984627,"about_ca_system_score_gemma":0.000361092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007236802,"about_ca_topic_score_gemma":0.01848445,"domain_scores_codex":[0.9997651,0.00002516609,0.00001298881,0.00008490431,0.00007242794,0.00003943028],"domain_scores_gemma":[0.9997211,0.00008753966,0.00006186204,0.00001919486,0.00007193128,0.00003831721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007281344,0.00007891663,0.0267168,0.0002081468,0.00004515632,0.0002179287,0.0006307942,0.004424008,0.9451412,0.000181363,0.00003218822,0.02159543],"study_design_scores_gemma":[0.0000266774,0.003699565,0.2321132,0.00004004408,0.000148779,0.0003287141,0.001430735,0.008797903,0.7458382,0.0003190862,0.007207647,0.00004940024],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9967341,0.0002815508,0.002211993,0.000008660332,0.000003384452,0.00001054495,0.00004441452,0.00002689882,0.0006784522],"genre_scores_gemma":[0.9930292,0.0003562823,0.003101308,0.0000101224,0.000002576812,0.00002139256,0.0001395192,0.00002447916,0.003315101],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007236802,"threshold_uncertainty_score":0.0143894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.141038628385608,"score_gpt":0.3157043843541141,"score_spread":0.1746657559685061,"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."}}