{"id":"W2741274435","doi":"10.2134/agronj2016.11.0645","title":"Incorporation of Pre‐Treated Straw Improves Soil Aggregate Stability and Increases Crop Productivity","year":2017,"lang":"en","type":"article","venue":"Agronomy Journal","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National High-tech Research and Development Program; National Natural Science Foundation of China","keywords":"Straw; Agronomy; Chemistry; Mulch; Soil carbon; Nitrogen; Soil water; Environmental science; Soil science; Biology","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":[0.00009990601,0.0004136781,0.0003254324,0.0002096835,0.0001706471,0.0003007087,0.0002675466,0.0002003339,0.001001216],"category_scores_gemma":[0.00008827413,0.0001353668,0.0003032494,0.0001725563,0.0002053563,0.0003069203,0.0002358822,0.0002981289,0.00009524437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003522987,"about_ca_system_score_gemma":0.0003574534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002072828,"about_ca_topic_score_gemma":0.005647909,"domain_scores_codex":[0.9999045,0.00001028638,0.0000106398,0.00002802762,0.00002364662,0.00002290759],"domain_scores_gemma":[0.9998875,0.000007108959,0.00003535912,0.000007971382,0.0000162465,0.0000458413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002569068,0.0000885737,0.0010028,0.00006295033,0.00001504639,0.00002496364,0.000009894135,0.0001119814,0.9961175,0.00001668194,0.00001572859,0.002276974],"study_design_scores_gemma":[0.00007413883,0.0036457,0.1212041,0.00001792538,0.00007968451,0.0001081056,0.00009815591,0.003519269,0.8680605,0.00009813053,0.003073934,0.00002037181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989209,0.0001919826,0.0005387319,0.00001367271,0.00001103616,0.00001225727,0.00005044,0.00001930846,0.000241591],"genre_scores_gemma":[0.9973417,0.0001941538,0.001418337,0.00003429453,0.000007444819,0.00001947922,0.0001508019,0.000009806339,0.0008238959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002072828,"threshold_uncertainty_score":0.004121482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850142380709334,"score_gpt":0.2216850000021694,"score_spread":0.2031835761950761,"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."}}