{"id":"W4249288240","doi":"10.1023/a:1013109728218","title":"Mathematical attributes of some soil–water characteristic curve models","year":2001,"lang":"en","type":"article","venue":"Geotechnical and Geological Engineering","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":126,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mathematical model; Hydrogeology; Range (aeronautics); Applied mathematics; Mathematics; Regression analysis; Regression; Geotechnical engineering; Computer science; Statistics; Geology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001298154,0.0005610056,0.0005005011,0.001898147,0.0006212463,0.001647951,0.001000336,0.001100434,0.00262305],"category_scores_gemma":[0.007470176,0.0003580831,0.0009432628,0.001667815,0.001103203,0.002494535,0.0008759508,0.001330526,0.0003064981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859863,"about_ca_system_score_gemma":0.001017895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002826069,"about_ca_topic_score_gemma":0.001498553,"domain_scores_codex":[0.9995657,0.0001168408,0.00002315101,0.00006455361,0.0001768112,0.00005300649],"domain_scores_gemma":[0.9969203,0.001729041,0.0004873936,0.0002147726,0.0004917342,0.0001567493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001705444,0.00002588595,0.0007084033,0.0000371121,0.00001037496,0.00007434353,0.000133951,0.2334223,0.0008280711,0.7549024,0.001007537,0.008832501],"study_design_scores_gemma":[0.000004291425,0.00001191273,0.0001831583,0.00000828713,0.000007163383,0.00004483305,0.0000171218,0.8109847,0.0003340499,0.1866125,0.001778899,0.00001307267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.103358,0.0007123121,0.8682217,0.0009146447,0.00007756206,0.00006537182,0.0003758662,0.0002089679,0.02606546],"genre_scores_gemma":[0.951506,0.0007057351,0.03821358,0.0001162089,0.0001238085,0.0001086459,0.0003466511,0.0001020344,0.008777356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002826069,"threshold_uncertainty_score":0.01349425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01508686114655908,"score_gpt":0.1860546251858166,"score_spread":0.1709677640392575,"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."}}