{"id":"W4283363814","doi":"10.1002/ldr.4403","title":"Agronomic technology to promote sustainable utilization of newly created farmland in the Chinese Loess Plateau","year":2022,"lang":"en","type":"article","venue":"Land Degradation and Development","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Key Research and Development Program of China; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Agronomy; Environmental science; Sowing; Soil quality; Monocropping; Rapeseed; Soil water; Agriculture; Soil science; Geography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002292508,0.00006576681,0.00008979064,0.0000437765,0.0001856599,0.00001637267,0.0001010602,0.00002627145,0.0001138343],"category_scores_gemma":[0.000008413125,0.00002371455,0.000009303095,0.0005192754,0.00001114815,0.00003548909,0.0000399225,0.00005274531,0.000001556076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002307605,"about_ca_system_score_gemma":0.00001686038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002129231,"about_ca_topic_score_gemma":0.0004478084,"domain_scores_codex":[0.9994258,0.00002853704,0.0001683262,0.0001333155,0.000126764,0.0001172891],"domain_scores_gemma":[0.9998628,0.00002108195,0.00003894205,0.00002869447,0.00002298334,0.00002546069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001164618,0.0001669032,0.922302,0.00001135932,0.000006504381,0.000006913695,0.001856575,0.0001071995,0.004816588,0.000517532,0.0001652428,0.06992671],"study_design_scores_gemma":[0.000324828,0.0001000044,0.9636251,0.000004075876,0.000001740339,0.000004250689,0.002372874,0.00007124389,0.0006700457,0.0001401369,0.03260956,0.00007619551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981399,0.00004441233,0.00003326247,0.001208657,0.00002455891,0.0002836376,0.000004254332,0.00001949713,0.000241839],"genre_scores_gemma":[0.9990668,0.00001209979,0.0001165855,0.000211738,0.000005331227,0.00005528052,0.0001773631,5.045531e-7,0.0003542468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06985052,"threshold_uncertainty_score":0.1427965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01652690119224838,"score_gpt":0.2349098820569693,"score_spread":0.2183829808647209,"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."}}