{"id":"W3136275555","doi":"10.18280/acsm.450105","title":"Remediation Effect of Biomass Amendment on the Physical-Chemical Performance and Sustainable Utilization of Sandy Soil","year":2021,"lang":"en","type":"article","venue":"Annales de Chimie Science des Matériaux","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Amendment; Biomass (ecology); Soil retrogression and degradation; Environmental remediation; Soil biodiversity; Soil quality; Soil conditioner; Desertification; Soil functions; Environmental engineering; Agronomy; Soil organic matter; Soil science; Soil water; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002431218,0.0005409103,0.0004091454,0.0004646482,0.0002853753,0.0003486948,0.0001835947,0.0003036865,0.001168771],"category_scores_gemma":[0.000253365,0.0001181036,0.0004005467,0.0002975545,0.0001933153,0.0003147352,0.0003467913,0.0003076457,0.0001385448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002578886,"about_ca_system_score_gemma":0.0003874527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002456581,"about_ca_topic_score_gemma":0.00614147,"domain_scores_codex":[0.9998485,0.00002429719,0.00001566383,0.00002926115,0.00004370805,0.00003854997],"domain_scores_gemma":[0.9998896,0.00001743451,0.00002151481,0.000008332876,0.00003497105,0.00002828684],"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":[0.0002445342,0.0001367208,0.00264316,0.0002062978,0.00002270952,0.00009326358,0.00005436205,0.0004953967,0.9863055,0.00006043999,0.00006945311,0.009668245],"study_design_scores_gemma":[0.00004799186,0.002988796,0.03508745,0.00003735457,0.0001093285,0.0001210871,0.0002944794,0.002839098,0.9540637,0.0001633856,0.004218059,0.00002931997],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980845,0.0004275615,0.0004058821,0.000037141,0.00001978548,0.00002160853,0.00006924092,0.00001488169,0.0009194574],"genre_scores_gemma":[0.9979323,0.0003530925,0.0006954207,0.00003454696,0.00000412163,0.0000192839,0.00008045741,0.000004668156,0.0008760193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002456581,"threshold_uncertainty_score":0.004884601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02617809451144967,"score_gpt":0.2503935389715294,"score_spread":0.2242154444600797,"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."}}