{"id":"W2122274954","doi":"10.1139/t10-098","title":"An empirical model for the evaluation of the degree of saturation of shallow soils in relation to rainfalls","year":2011,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Degree of saturation; Saturation (graph theory); Soil water; Water content; Soil science; Environmental science; Calibration; Degree (music); Hydrology (agriculture); Geotechnical engineering; Geology; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007827347,0.000749704,0.0005259504,0.0009752854,0.000262662,0.0009088378,0.001598408,0.001410691,0.003728931],"category_scores_gemma":[0.003291226,0.0004049574,0.0006297937,0.001436688,0.0006493382,0.001359113,0.0004177524,0.0008619283,0.001078208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009943784,"about_ca_system_score_gemma":0.0008378533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01232001,"about_ca_topic_score_gemma":0.006986486,"domain_scores_codex":[0.9996364,0.00007604758,0.00002444426,0.0001229065,0.00009400032,0.00004616383],"domain_scores_gemma":[0.9990234,0.0005137879,0.0001411005,0.00009038705,0.0002063766,0.00002491708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003587744,0.00005059757,0.003077536,0.00005124597,0.00002496484,0.00007607186,0.00007443796,0.9675425,0.002057758,0.0104672,0.001010483,0.01553131],"study_design_scores_gemma":[0.000008165995,0.00002099415,0.001170899,0.000008558428,0.000009250848,0.00005101187,0.00001252759,0.9936254,0.0003068135,0.002963736,0.001812267,0.00001037404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1102909,0.0006383028,0.8703064,0.0005442937,0.0001312088,0.0001952803,0.002253205,0.001362827,0.01427752],"genre_scores_gemma":[0.9279747,0.001105289,0.05225673,0.0001322066,0.00006876347,0.0005540109,0.001417355,0.0001760548,0.01631495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01232001,"threshold_uncertainty_score":0.02449661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139900661075314,"score_gpt":0.2892452672145776,"score_spread":0.1752552011070462,"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."}}