{"id":"W7045773688","doi":"","title":"Buried Surface Horizons in Saskatchewan Croplands Provide Insight into Microbial Soil Carbon Cycling and Development of Persistent Organic Matter","year":2024,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subsoil; Soil water; Mineralization (soil science); Organic matter; Soil carbon; Soil horizon; Total organic carbon; Cycling; Soil organic matter","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00010984,0.0002931757,0.0002130646,0.0005250446,0.0005367164,0.0006560439,0.0001883163,0.0002156367,0.001178142],"category_scores_gemma":[0.0001205502,0.0002627223,0.0001635355,0.0009928723,0.0003470084,0.0002810929,0.0003994866,0.000276677,0.0002156562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453412,"about_ca_system_score_gemma":0.001515302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2270226,"about_ca_topic_score_gemma":0.5594158,"domain_scores_codex":[0.9999059,0.00000430817,0.00000471029,0.00003165759,0.00001881355,0.00003444911],"domain_scores_gemma":[0.9998592,0.00001553221,0.00003212345,0.00001191589,0.00004509168,0.00003613425],"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":[0.0003613813,0.00006996802,0.4679491,0.0001582329,0.0001155518,0.0004837062,0.001114477,0.0006507255,0.5075087,0.0001733167,0.0001715051,0.02124344],"study_design_scores_gemma":[0.000002583763,0.00005414297,0.9902619,0.000009559481,0.00001313964,0.00004531258,0.0006749041,0.0002764196,0.008154099,0.00004401734,0.0004564414,0.000007620226],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998765,0.0001403957,0.0001153737,0.000007838202,0.000001384149,0.000008819251,0.0004526701,0.00000411064,0.0005043331],"genre_scores_gemma":[0.9972345,0.0003853638,0.0003801551,0.00002209023,0.000001023799,0.00001482046,0.000618019,0.000003283345,0.001340614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7729774,"threshold_uncertainty_score":0.4514024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004951545809599675,"score_gpt":0.1755155786129441,"score_spread":0.1705640328033445,"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."}}