{"id":"W2238476054","doi":"10.1111/sum.12238","title":"Predicting environmental soil phosphorus limits for dissolved reactive phosphorus loss","year":2015,"lang":"en","type":"article","venue":"Soil Use and Management","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Sorption; Surface runoff; Saturation (graph theory); Soil water; Phosphorus; Chemistry; Environmental chemistry; Soil science; Environmental science; Adsorption; Mathematics; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002424058,0.000247131,0.0001846734,0.00003429255,0.0001947547,0.00009680688,0.0001870206,0.00007235927,0.000009587212],"category_scores_gemma":[0.00001703422,0.0002247815,0.00007292951,0.0000944128,0.0001607312,0.0004587568,0.000404959,0.00009033881,0.00008669157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002510949,"about_ca_system_score_gemma":0.000004164349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005242334,"about_ca_topic_score_gemma":0.00004317484,"domain_scores_codex":[0.9983837,0.00002367288,0.0002315107,0.000540099,0.0003538996,0.0004671171],"domain_scores_gemma":[0.999306,0.00004160974,0.00009593568,0.0002970766,0.000005495046,0.0002539132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002766043,0.0002881262,0.9709015,0.0000229068,0.0001081738,0.00004387939,0.001399618,0.0009168517,0.00004147475,0.000263534,0.003264459,0.02247285],"study_design_scores_gemma":[0.01070464,0.001233481,0.6744387,0.0001515843,0.000682865,0.00003934428,0.007310397,0.04470937,0.006333481,0.01883778,0.2334845,0.002073842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946746,0.0001512228,0.0005167421,0.0001919555,0.0003216077,0.0006378758,0.00004543908,0.00008065566,0.003379934],"genre_scores_gemma":[0.9955018,0.001011109,0.0007142675,0.0003085456,0.00005285518,0.000165515,0.00006975114,0.00003474458,0.002141395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2964628,"threshold_uncertainty_score":0.9166323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896740747917344,"score_gpt":0.2124658953679814,"score_spread":0.193498487888808,"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."}}