{"id":"W4389056100","doi":"10.1038/s44296-023-00003-7","title":"“Reactive Mineral Sink” drives soil organic matter dynamics and stabilization","year":2023,"lang":"en","type":"article","venue":"npj Materials Sustainability","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Australian Research Council","keywords":"Biogeochemical cycle; Organic matter; Environmental science; Soil organic matter; Soil water; Carbon sequestration; Chemistry; Soil science; Environmental chemistry; Carbon dioxide","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":[0.0002556228,0.0003333388,0.0003023294,0.0003983798,0.0003329174,0.000692616,0.0006631362,0.0008163704,0.002276742],"category_scores_gemma":[0.0005176883,0.0002090907,0.0003467638,0.0001702515,0.0007201147,0.00137094,0.0007008106,0.0004036451,0.0003444947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000893701,"about_ca_system_score_gemma":0.0006266912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003011463,"about_ca_topic_score_gemma":0.001892782,"domain_scores_codex":[0.9998888,0.00001387331,0.00000441251,0.00004863105,0.00002098552,0.00002334879],"domain_scores_gemma":[0.9997991,0.00006517105,0.00004994665,0.00002000433,0.00004020866,0.00002568938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002258329,0.0002763362,0.01975695,0.0005362367,0.0001020485,0.0008708041,0.0002116292,0.2935886,0.5014316,0.1554516,0.004920791,0.02262768],"study_design_scores_gemma":[0.00002788236,0.0001075606,0.004069532,0.00001145007,0.00002190909,0.0001402185,0.0001256621,0.9063745,0.03490905,0.04975533,0.004428046,0.00002882033],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8524103,0.0009693326,0.1247983,0.003181004,0.0002305952,0.00007424516,0.0007304876,0.0008275792,0.01677821],"genre_scores_gemma":[0.9950103,0.0002577657,0.002506299,0.00008144893,0.00001615071,0.00001816003,0.00008540946,0.00002170536,0.002002847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003011463,"threshold_uncertainty_score":0.00761646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003906375871405552,"score_gpt":0.2190932266477438,"score_spread":0.2151868507763382,"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."}}