{"id":"W2072934692","doi":"10.2136/sssaj2009.0412","title":"Toward Landscape‐Scale Modeling of Soil Organic Matter Dynamics in Agroecosystems","year":2010,"lang":"en","type":"article","venue":"Soil Science Society of America Journal","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Environmental science; Soil organic matter; Agroecosystem; Soil functions; Soil science; Agriculture; Ecology; Soil biodiversity; Soil water","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":[0.001007342,0.0001584521,0.0003010573,0.00007568081,0.0002005201,0.00005632773,0.0008216716,0.00008879243,0.000354976],"category_scores_gemma":[0.00002393656,0.0001309487,0.0002015097,0.001051119,0.001170039,0.0005322507,0.0002778136,0.0005378207,0.0000629788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002470857,"about_ca_system_score_gemma":0.0001122185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009471822,"about_ca_topic_score_gemma":0.0002133364,"domain_scores_codex":[0.9977549,0.00003001182,0.0005416736,0.0003084981,0.0008524937,0.0005124777],"domain_scores_gemma":[0.9991101,0.00002743864,0.0003451341,0.0002625555,0.00006111181,0.0001936452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009162775,0.0001277042,0.9534224,0.000021596,0.000007257275,0.000001411004,0.003573583,0.02999608,0.01081189,0.000004388078,0.0004528597,0.001571617],"study_design_scores_gemma":[0.0003698156,0.00006508167,0.01760007,0.00003374939,0.000009335951,0.00007906509,0.005802138,0.9738115,0.0006206845,0.001381541,0.00004075841,0.0001862498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991711,0.00001123938,0.004404008,0.0006474312,0.0003871355,0.00006744995,0.000006234455,0.00001049705,0.002754994],"genre_scores_gemma":[0.9950196,0.00008745196,0.004604987,0.0001700735,0.00005140033,0.000001780033,0.000001733078,0.0000136345,0.00004936445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9438154,"threshold_uncertainty_score":0.5339933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005942989831082279,"score_gpt":0.205039824686969,"score_spread":0.1990968348558868,"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."}}