{"id":"W4406191003","doi":"10.3390/soilsystems9010003","title":"Predicting Soil Salinity Based on Soil/Water Extracts in a Semi-Arid Region of Morocco","year":2025,"lang":"en","type":"article","venue":"Soil Systems","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Guelph","funders":"Université Mohammed VI Polytechnique","keywords":"Arid; Soil salinity; Salinity; Environmental science; Soil water; Soil science; Hydrology (agriculture); Agroforestry; Water resource management; Geography; Geology; Oceanography; Geotechnical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006070823,0.0006501491,0.0004005166,0.0007129629,0.0002625538,0.0006273307,0.0003142528,0.0003958853,0.000318096],"category_scores_gemma":[0.0009898032,0.0001528604,0.0004822444,0.0004738593,0.0002085971,0.0003046249,0.0003471343,0.0001829562,0.0001235205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073299,"about_ca_system_score_gemma":0.0004379454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06847288,"about_ca_topic_score_gemma":0.06593758,"domain_scores_codex":[0.9997961,0.00006691865,0.00001477219,0.00005120083,0.00002328637,0.00004774399],"domain_scores_gemma":[0.9995245,0.0002113526,0.0001052007,0.00002577231,0.00008804407,0.00004519254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002492623,0.0001291533,0.9203053,0.0001141666,0.0002390575,0.0005820855,0.0004785318,0.0370155,0.01893475,0.0001418505,0.0003109543,0.02149947],"study_design_scores_gemma":[0.00001348503,0.0001310303,0.8499127,0.0000311927,0.00009277743,0.0001089007,0.0007508331,0.1457643,0.00243178,0.0001058408,0.0006222563,0.00003483932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990923,0.0001062738,0.0004503212,0.00004393778,0.000002866751,0.000005323835,0.0001527897,0.00001809571,0.0001280054],"genre_scores_gemma":[0.9993358,0.00004969929,0.0003903938,0.000008793638,0.000001983162,0.000003648901,0.0001564571,0.000001694135,0.00005142157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06847288,"threshold_uncertainty_score":0.1361486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196505731249946,"score_gpt":0.2226739316435733,"score_spread":0.2107088743310738,"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."}}