{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002672156,0.0005157163,0.000463497,0.00231707,0.0001997358,0.0005080521,0.000329089,0.0003342011,0.0004299839],"category_scores_gemma":[0.009803057,0.000109385,0.0003027216,0.001707025,0.0001763553,0.0005866798,0.0003525327,0.0002150958,0.00018009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003324036,"about_ca_system_score_gemma":0.0003569018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00607112,"about_ca_topic_score_gemma":0.008935898,"domain_scores_codex":[0.9987488,0.0004414875,0.00009646235,0.0001426646,0.0005109364,0.00005977244],"domain_scores_gemma":[0.9940051,0.002928848,0.0006621428,0.0003999633,0.001889508,0.0001144329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007146046,0.0001860699,0.6612496,0.0003043709,0.0002129903,0.0002858637,0.0003739929,0.03569957,0.05957023,0.0004162483,0.0005451803,0.2404414],"study_design_scores_gemma":[0.00007995802,0.0006389029,0.6808255,0.00004854192,0.0001670661,0.0003721946,0.0005040098,0.2737353,0.04102016,0.0004469779,0.002070808,0.00009048195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449111,0.0001797603,0.05252539,0.00001595453,0.000009306301,0.00009104025,0.001152003,0.000184245,0.0009312361],"genre_scores_gemma":[0.971375,0.00009371611,0.0272206,0.000007096879,0.000005039966,0.00007458849,0.001029223,0.00001995434,0.0001747416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00607112,"threshold_uncertainty_score":0.01413184,"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."}}