{"id":"W4397046947","doi":"10.1007/s40333-024-0012-4","title":"Effect of coir geotextile and geocell on ephemeral gully erosion in the Mollisol region of Northeast China","year":2024,"lang":"en","type":"article","venue":"Journal of Arid Land","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mollisol; Geotextile; Ephemeral key; China; Gully erosion; Erosion; Geology; Geotechnical engineering; Soil science; Geomorphology; Geography; Soil water","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":[0.0003796818,0.0002720488,0.0003429433,0.001235936,0.0007455379,0.0007868711,0.0005892653,0.0003266783,0.001375355],"category_scores_gemma":[0.0006868702,0.0001961018,0.0004492763,0.001328742,0.0008287011,0.0004395785,0.0007922292,0.0002787492,0.0001414857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001755928,"about_ca_system_score_gemma":0.001619266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1507788,"about_ca_topic_score_gemma":0.2866035,"domain_scores_codex":[0.9996159,0.00006517415,0.00003481754,0.00009138595,0.00005566862,0.0001370395],"domain_scores_gemma":[0.9993327,0.0001136232,0.0001652745,0.00004590706,0.00009702615,0.0002455055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009877582,0.00002708399,0.9947928,0.00001419734,0.0000788327,0.0002783546,0.0005152514,0.0003034813,0.001442107,0.00009966176,0.00007223582,0.002277281],"study_design_scores_gemma":[0.000001703336,0.00001130832,0.9991791,0.000001463991,0.00001117652,0.00001952956,0.0004294989,0.0002245335,0.00003415351,0.000009685467,0.00007531934,0.00000256132],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996743,0.00003593158,0.00001286987,0.0000193188,8.891794e-7,8.641505e-7,0.00005325172,0.000002538243,0.0002001455],"genre_scores_gemma":[0.9997088,0.00002142228,0.00001367114,0.000005442902,0.000001446007,0.000001067819,0.00005967945,0.000001155629,0.0001873197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1507788,"threshold_uncertainty_score":0.2998023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007919460020788823,"score_gpt":0.2138407446407606,"score_spread":0.2059212846199718,"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."}}