{"id":"W2054086145","doi":"10.2136/sssaj2001.651178x","title":"Surface Residue Effects on Erosion of Thawing Soils","year":2001,"lang":"en","type":"article","venue":"Soil Science Society of America Journal","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loess; Soil water; Splash; Erosion; Residue (chemistry); Environmental science; Surface runoff; Soil science; Hydrology (agriculture); Geology; Geotechnical engineering; Chemistry; Geomorphology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009705189,0.0001246117,0.0002420588,0.00005817964,0.0004912883,0.00006116173,0.0004420858,0.00004906685,0.001000213],"category_scores_gemma":[0.00006352872,0.0000933644,0.0002023606,0.0009092917,0.001037287,0.0003903593,0.00001921995,0.0002542978,0.00004460316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001700453,"about_ca_system_score_gemma":0.0001917602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001814243,"about_ca_topic_score_gemma":0.0001303375,"domain_scores_codex":[0.99815,0.00005896041,0.0002770406,0.000211217,0.0008549996,0.0004477746],"domain_scores_gemma":[0.9989211,0.0002665194,0.0002999843,0.0001716113,0.0001306315,0.0002101448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008187068,0.00007655277,0.7933106,0.00005311089,0.00001747857,0.00001180632,0.005816977,0.008337395,0.1083939,0.000005460915,0.006637346,0.07725748],"study_design_scores_gemma":[0.0006220524,0.001251397,0.9320477,0.0005571872,0.00002541483,0.0001482019,0.005744465,0.01600819,0.04163136,0.0005993439,0.001046715,0.0003179447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943188,0.000332093,0.0001172512,0.0008152178,0.0003243813,0.00006005297,0.00004475786,0.000009596573,0.003977823],"genre_scores_gemma":[0.9952807,0.002671409,0.001276989,0.0005326477,0.0001617574,9.162029e-8,0.00001030686,0.000003179154,0.00006295108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1387371,"threshold_uncertainty_score":0.999913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631838672472259,"score_gpt":0.2613756465746072,"score_spread":0.2350572598498846,"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."}}