{"id":"W2970370549","doi":"10.1101/746354","title":"Residue retention promotes soil carbon accumulation in minimum tillage systems: Implications for conservation tillage","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Tillage; Soil carbon; Subsoil; Environmental science; Crop residue; Topsoil; Conventional tillage; Agronomy; Residue (chemistry); No-till farming; Minimum tillage; Mulch-till; Soil science; Soil water; Agriculture; Chemistry; Soil fertility; Biology; Ecology","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":[0.0075035,0.0006798562,0.001228007,0.001074429,0.000305551,0.001338649,0.0007333747,0.0007421669,0.001868683],"category_scores_gemma":[0.008511472,0.0003106937,0.005939022,0.001309642,0.0005428603,0.0008025759,0.0006259967,0.0007014491,0.00009281698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005379802,"about_ca_system_score_gemma":0.0008775665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005557976,"about_ca_topic_score_gemma":0.007393965,"domain_scores_codex":[0.9972542,0.001537162,0.0003135987,0.0006089894,0.0001540063,0.0001320513],"domain_scores_gemma":[0.9903042,0.005868983,0.002451353,0.0006157655,0.0004367493,0.000322869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009221207,0.000353254,0.5446507,0.0335035,0.301334,0.0006416925,0.0006065187,0.005888487,0.01552236,0.001513603,0.001365772,0.08539906],"study_design_scores_gemma":[0.0007602574,0.002197563,0.7556477,0.003596324,0.2189943,0.0004195494,0.0004656333,0.002818771,0.003503949,0.003462716,0.008054649,0.00007865768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5481752,0.4417522,0.004504954,0.002054934,0.0002420417,0.00007775418,0.001597417,0.00006704312,0.001528459],"genre_scores_gemma":[0.984443,0.01325027,0.001395223,0.0003421905,0.00007484833,0.00002160134,0.0003135937,0.00001193264,0.0001474337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0075035,"threshold_uncertainty_score":0.03968275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900501290508317,"score_gpt":0.2446192208649774,"score_spread":0.2056142079598942,"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."}}