{"id":"W7162120206","doi":"10.82308/23715","title":"Modeling phosphorus transport in soil and water","year":2006,"lang":"en","type":"dissertation","venue":"","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil water; Adsorption; Phosphorus; Water flow; Hydrology (agriculture); Flow (mathematics); Coupling (piping); Macropore","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001450852,0.0004420756,0.0003748526,0.0003218628,0.0005032602,0.0006750199,0.0008108059,0.0007856303,0.0008414934],"category_scores_gemma":[0.0003090406,0.0002611365,0.0004065394,0.0005060428,0.0003704784,0.0006411979,0.0003560155,0.000291385,0.0001644001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002836419,"about_ca_system_score_gemma":0.003501122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2707461,"about_ca_topic_score_gemma":0.1766117,"domain_scores_codex":[0.9999175,0.00001130999,0.00000387791,0.00002762919,0.00002339908,0.00001622822],"domain_scores_gemma":[0.999889,0.00003951069,0.00001100049,0.000007911396,0.0000432282,0.000009265356],"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":[0.00002080689,0.00004382564,0.005028304,0.00008013393,0.00002308601,0.00006527878,0.00003382267,0.9708681,0.0136948,0.002475361,0.0002690541,0.007397394],"study_design_scores_gemma":[0.00000576504,0.00001392508,0.001089838,0.000002246612,0.000005205206,0.000009185741,0.00001410626,0.9958624,0.001786799,0.0004042006,0.0008002172,0.000006145749],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8424298,0.000871706,0.1386687,0.0004076457,0.00006312515,0.0001891997,0.002498881,0.000769528,0.01410144],"genre_scores_gemma":[0.9737687,0.0005426657,0.0190289,0.00005022742,0.00001137018,0.0001172152,0.0005222283,0.00004073037,0.005918008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2707461,"threshold_uncertainty_score":0.5383404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005191732315500675,"score_gpt":0.1930743261655734,"score_spread":0.1878825938500727,"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."}}