{"id":"W4387937624","doi":"10.3389/frwa.2023.1255495","title":"Study of the effect of the compaction level on the hydrodynamic properties of loamy sand soil in an agricultural context","year":2023,"lang":"en","type":"article","venue":"Frontiers in Water","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Rimouski; Université Laval","funders":"","keywords":"Hydraulic conductivity; Compaction; Soil science; Loam; Soil water; Pedotransfer function; Environmental science; Soil compaction; Water content; Soil gradation; Bulk density; Context (archaeology); Hydrology (agriculture); Geotechnical engineering; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001730113,0.00009771773,0.0001835576,0.00005415806,0.00002783447,0.000006375021,0.0001932186,0.00004474666,0.00000160992],"category_scores_gemma":[0.00001109335,0.00003134983,0.00004417891,0.0002192699,0.00005586484,0.00005266571,0.000027031,0.0001708059,0.000001480634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003684407,"about_ca_system_score_gemma":0.000002599696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002003911,"about_ca_topic_score_gemma":0.0003525273,"domain_scores_codex":[0.9993275,0.0001567778,0.0001796533,0.00007513992,0.0001368777,0.0001240629],"domain_scores_gemma":[0.9997387,0.00001896831,0.00002746556,0.0001934046,0.00001395126,0.000007502055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002889085,0.0001502101,0.3628922,0.0002077693,0.0001753147,0.000001400542,0.03506462,0.4258639,0.1704323,0.000003269956,0.00284359,0.002076556],"study_design_scores_gemma":[0.0008014878,0.0001676232,0.5374237,0.0001431339,0.00001861208,5.28922e-7,0.005491724,0.02451149,0.4313492,0.00001161891,0.000007419268,0.00007352086],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986656,0.00003940221,0.00000106009,0.00006474322,0.0006946517,0.000394777,0.000003452372,0.00001507644,0.0001212929],"genre_scores_gemma":[0.9998283,0.000002781072,8.149871e-7,0.000004058279,0.00001304148,0.00001924096,0.000001706411,0.000008897423,0.0001212034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4013524,"threshold_uncertainty_score":0.1278409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693791496163959,"score_gpt":0.1920758776072583,"score_spread":0.1751379626456187,"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."}}