{"id":"W2422251657","doi":"","title":"N2O emissions from oil palm on mineral soils: measurements and modelling challenges","year":2016,"lang":"en","type":"preprint","venue":"Agritrop (Cirad)","topic":"Oil Palm Production and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inuit Tapiriit Kanatami","funders":"","keywords":"Environmental science; Soil water; Leaching (pedology); Cover crop; Greenhouse gas; Agronomy; Crop; Agroforestry; Soil science; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004831076,0.0004342732,0.0004043157,0.00005324096,0.0002335734,0.00006377111,0.0003803898,0.0003472319,0.0007259445],"category_scores_gemma":[0.0001291114,0.0003272179,0.0001411416,0.00005686811,0.0002372342,0.0001259021,0.0007585128,0.0005882797,0.0002181375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147381,"about_ca_system_score_gemma":0.00004040336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008980586,"about_ca_topic_score_gemma":0.0001051788,"domain_scores_codex":[0.9968388,0.0002320174,0.0003925548,0.00137182,0.0006945898,0.0004702191],"domain_scores_gemma":[0.9984978,0.00007392994,0.0001665646,0.0009269865,0.00003725532,0.0002975065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005513196,0.002039627,0.06526275,0.0008484137,0.0005069518,0.00007918806,0.007241204,0.04766339,0.01689114,0.0006731892,0.01954011,0.8387027],"study_design_scores_gemma":[0.007573388,0.0009007659,0.3705552,0.003051864,0.000724651,0.00003016287,0.00408142,0.03514797,0.008009689,0.352767,0.2085296,0.008628272],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423052,0.001876332,0.0004402545,0.00955437,0.0009675847,0.0002663254,0.00006548548,0.0001612681,0.04436316],"genre_scores_gemma":[0.9918187,0.002036477,0.001125685,0.0001668307,0.000494913,0.00006396646,0.00002888919,0.00004025134,0.004224305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8300744,"threshold_uncertainty_score":0.999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07310712224975759,"score_gpt":0.2561594488114241,"score_spread":0.1830523265616665,"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."}}