{"id":"W4313274782","doi":"10.21203/rs.3.rs-2418801/v1","title":"Variability in soil quality among smallholder macadamia farms in Malawi","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Banana Cultivation and Research","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wageningen University and Research; University of Oxford; York University","keywords":"Soil fertility; Environmental science; Agroforestry; Soil water; Agronomy; Nutrient; Soil quality; Cation-exchange capacity; Organic matter; Soil organic matter; Biology; Ecology; Soil science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01830864,0.0002801484,0.0005015433,0.0002075038,0.0003493549,0.0002229654,0.001309718,0.0006012373,0.008436315],"category_scores_gemma":[0.001897563,0.000124638,0.0002063313,0.002140576,0.0003686528,0.0001139615,0.00322479,0.00510908,0.00004763753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008292294,"about_ca_system_score_gemma":0.0002051336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04689524,"about_ca_topic_score_gemma":0.05311447,"domain_scores_codex":[0.9879169,0.00685763,0.0007334867,0.001233133,0.002105221,0.001153637],"domain_scores_gemma":[0.9970175,0.00192524,0.0001141528,0.0003482674,0.0003340353,0.0002607888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001067147,0.0006755774,0.9635243,0.0003614261,0.00001203831,0.00006311101,0.0003780851,0.0004416797,0.002805561,0.001007364,0.0003443877,0.03027973],"study_design_scores_gemma":[0.0002400536,0.00008115359,0.9893884,0.0001501956,9.344483e-7,4.019034e-7,0.001799017,0.000578528,0.0001042293,0.003722075,0.00364488,0.0002901063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838789,0.0001230992,0.00000135884,0.003949429,0.0001242698,0.001564376,0.0002125134,0.00005826804,0.01008778],"genre_scores_gemma":[0.9961396,0.0002097091,0.00002030132,0.00004195458,0.0001599489,0.0007119798,0.0005102861,0.00000373272,0.002202515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02998962,"threshold_uncertainty_score":0.9971862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1816219503044274,"score_gpt":0.4251798883448569,"score_spread":0.2435579380404295,"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."}}