{"id":"W2050348398","doi":"10.4141/cjss08066","title":"Evaluation of soil texture data for estimating soil water retention curve","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedotransfer function; Mean squared error; Akaike information criterion; Soil texture; Soil water; Water retention; Soil science; Water retention curve; Residual; Hydraulic conductivity; Mathematics; Environmental science; Soil test; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003483868,0.00009655693,0.000144219,0.0002744038,0.0001764202,0.00009746284,0.0005936869,0.00006300521,0.00002321294],"category_scores_gemma":[0.0005611044,0.00007433323,0.00004428979,0.000329917,0.0001150696,0.0008515658,0.000009748498,0.0001694487,0.000002894405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002297326,"about_ca_system_score_gemma":0.001097211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011186,"about_ca_topic_score_gemma":0.01010578,"domain_scores_codex":[0.998592,0.00002466949,0.0003305203,0.0001434143,0.0005581426,0.0003512813],"domain_scores_gemma":[0.9984512,0.00001976494,0.0001003616,0.0002726472,0.000852517,0.0003035563],"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":[0.000007045232,0.000009486304,0.0004384699,0.00004128288,0.00002836767,0.000009938936,0.00100029,0.6166781,0.02285623,0.00006286398,0.003999482,0.3548685],"study_design_scores_gemma":[0.0003435038,0.00006597636,0.005395851,0.0001347532,0.00007336381,0.000046944,0.0001035762,0.9824937,0.009565479,0.001462877,0.0001978259,0.0001161532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899176,0.0005750427,0.00592338,0.00047161,0.001483132,0.0001223112,0.00004307788,0.00001506323,0.001448834],"genre_scores_gemma":[0.9973841,0.000005660857,0.002309978,0.00004058666,0.0002185489,9.343512e-7,0.00001479083,0.000007840585,0.00001751266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3658156,"threshold_uncertainty_score":0.563926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04767303196542536,"score_gpt":0.2714776918637863,"score_spread":0.223804659898361,"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."}}