{"id":"W2596813492","doi":"10.1139/cjss11501","title":"Flow and Transport in Layered Soils","year":2011,"lang":"en","type":"article","venue":"BioOne Complete (BioOne)","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; University of Alberta; University of Saskatchewan","funders":"","keywords":"Soil water; Flow (mathematics); Soil science; Environmental science; Geology; Hydrology (agriculture); Geotechnical engineering; Mechanics; Physics","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":[0.0001056551,0.0002635983,0.0003169067,0.0001612385,0.00004793628,0.00001698766,0.0001744366,0.0001603627,0.0002026561],"category_scores_gemma":[0.000006073146,0.0002584684,0.00006312441,0.0002791719,0.00006921512,0.0001351819,0.00002120748,0.0002339776,0.000107195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000310822,"about_ca_system_score_gemma":0.00001361275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000288543,"about_ca_topic_score_gemma":0.000375486,"domain_scores_codex":[0.998823,0.00002122607,0.0003181567,0.0002827557,0.0001296587,0.0004251958],"domain_scores_gemma":[0.9995019,0.00002473405,0.00002405103,0.0002803914,0.00002581153,0.0001431013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001433647,0.001636629,0.211073,0.002467324,0.001471672,0.002378473,0.03658552,0.01147874,0.412623,0.007047452,0.02347615,0.2883284],"study_design_scores_gemma":[0.004376653,0.0002308111,0.7907619,0.000314801,0.00007047649,0.00009796461,0.0003632997,0.1558003,0.01712103,0.0009751646,0.02798316,0.001904461],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849771,0.001137742,0.001020626,0.00006452806,0.0004375709,0.0002263888,0.0000937732,0.0004782402,0.01156403],"genre_scores_gemma":[0.9969298,0.0001770533,0.00250337,0.00008131956,0.00008887031,0.00001783443,0.00004763972,0.00004805044,0.0001060271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5796889,"threshold_uncertainty_score":0.9999868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2436343730563977,"score_gpt":0.2064260626948508,"score_spread":0.03720831036154687,"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."}}