{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002578016,0.0002461422,0.0002446295,0.0003540222,0.0002536964,0.0003528153,0.0003035931,0.000267086,0.0004738561],"category_scores_gemma":[0.000730415,0.0001426937,0.0002062977,0.0004307092,0.0002714798,0.0002381468,0.0001962393,0.0002097411,0.0000603087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009657494,"about_ca_system_score_gemma":0.0008185616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1647484,"about_ca_topic_score_gemma":0.1992465,"domain_scores_codex":[0.9999043,0.00001330062,0.000004767078,0.00002623894,0.00002395786,0.00002744873],"domain_scores_gemma":[0.9996338,0.0001624956,0.00005063037,0.00002518687,0.00008972389,0.00003810862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005098024,0.0003432219,0.4913397,0.0003345106,0.0002312397,0.0007833022,0.0005671712,0.2597573,0.2138299,0.0004400358,0.0005297948,0.03133397],"study_design_scores_gemma":[0.00001759477,0.000242617,0.6880904,0.00001246483,0.00007149659,0.00007531033,0.0004198447,0.2904799,0.01985355,0.0001093825,0.0005810866,0.0000464417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989696,0.00004428484,0.0005538726,0.00001025642,9.82517e-7,0.000006903914,0.0001283314,0.00001743098,0.0002683785],"genre_scores_gemma":[0.9992749,0.00003650323,0.0004890403,0.000003488001,5.476487e-7,0.00000401674,0.00009772051,0.000003697269,0.00009003723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1647484,"threshold_uncertainty_score":0.3275789,"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."}}