{"id":"W3197983442","doi":"10.21608/fjard.2020.189882","title":"ASSESSMENT AND SPATIAL DISTRIBUTION OF NIKLE WITHIN SOILS OF IBSHWAY DISTRICT AREA, FAYOUM GOVERNORATE, EGYPT","year":2020,"lang":"en","type":"article","venue":"Fayoum Journal of Agricultural Research and Development /Fayoum Journal of Agricultural Research and Development","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil water; Distribution (mathematics); Spatial distribution; Geography; Environmental science; Soil science; Remote sensing; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005437079,0.0004738324,0.001163609,0.0002753444,0.0007490211,0.0002968494,0.0007298641,0.0002278397,0.0001830456],"category_scores_gemma":[0.001040727,0.0002499275,0.0001803322,0.001487058,0.0009302192,0.001017484,0.0009016722,0.001579792,0.000009022868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007926511,"about_ca_system_score_gemma":0.0008567047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002902487,"about_ca_topic_score_gemma":0.0002810113,"domain_scores_codex":[0.9907129,0.0006103174,0.002434962,0.0005385414,0.004659023,0.001044287],"domain_scores_gemma":[0.9939077,0.0007431613,0.001287256,0.0001570266,0.002398915,0.001505864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003989343,0.003178817,0.7154019,0.001243428,0.002531552,0.0003932442,0.02417077,0.001036284,0.1169129,0.0002670801,0.03860151,0.09227316],"study_design_scores_gemma":[0.00169726,0.002442345,0.9635739,0.0003311149,0.0000377239,0.0002811934,0.01249221,0.00002643624,0.01632201,0.000109524,0.002323156,0.0003630924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956889,0.00133071,0.0003892769,0.001704932,0.0001068805,0.0003964089,0.00003962276,0.000006865151,0.0003363597],"genre_scores_gemma":[0.9946495,0.001830539,0.003001885,0.00002174627,0.0001559172,0.00001002679,0.00006910117,0.00001188324,0.0002494499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.248172,"threshold_uncertainty_score":0.9999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05984738317711264,"score_gpt":0.3093797635852609,"score_spread":0.2495323804081482,"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."}}