{"id":"W2894621078","doi":"10.1080/15324982.2018.1469176","title":"Soil property and cotton productivity changes with nutrient input intensity in the Taklimakan desert of China","year":2018,"lang":"en","type":"article","venue":"Arid Land Research and Management","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Natural Science Foundation of China","keywords":"Fertilizer; Agronomy; Nutrient; Environmental science; Soil fertility; Soil carbon; Field experiment; Soil water; Manure; Soil science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008347905,0.00006652546,0.00009567849,0.00002600837,0.0001536995,0.0000409799,0.0001189588,0.00002258487,0.000004832948],"category_scores_gemma":[0.00001360946,0.00001594332,0.000008212709,0.0002889879,0.0003746843,0.00003504725,0.0001787066,0.000107505,7.566051e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009993369,"about_ca_system_score_gemma":0.000003407452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002580601,"about_ca_topic_score_gemma":0.02865976,"domain_scores_codex":[0.9991857,0.00007632028,0.00005538458,0.0002105477,0.0002554925,0.0002165061],"domain_scores_gemma":[0.9997571,0.00003022388,0.00001999382,0.00006842223,0.00008036366,0.00004388913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002717971,0.001463423,0.7881089,0.0004257491,0.0001491336,0.00009127252,0.004498072,0.000001265406,0.01347638,0.004773489,0.003148041,0.1811462],"study_design_scores_gemma":[0.0002870109,0.001620721,0.986915,0.00004434933,0.000006667151,0.00001095125,0.001288087,0.0002899763,0.001988903,0.0007892593,0.006677637,0.0000814463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911772,0.00008618185,6.29169e-7,0.006130501,0.00001594688,0.0004491471,0.000002884623,0.00000718212,0.002130338],"genre_scores_gemma":[0.9989109,0.0005588937,0.0000192445,0.00007795581,0.00006536428,0.0000293826,0.000005742386,5.789314e-7,0.0003319599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.198806,"threshold_uncertainty_score":0.9890646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03644802159389892,"score_gpt":0.2577942719021867,"score_spread":0.2213462503082878,"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."}}