{"id":"W4392906156","doi":"10.32920/25417285","title":"Concentration and Distribution of Phosphorus Species in Marginal Land Soils","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Waterloo","funders":"","keywords":"Environmental science; Fertilizer; Leaching (pedology); Nutrient; Phosphorus; Sorghum; Soil water; Agronomy; Hydrology (agriculture); Environmental chemistry; Chemistry; Soil science; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00007415391,0.0001332778,0.0001563478,0.001157481,0.0006067817,0.0005421274,0.0002075276,0.0001422497,0.0009147823],"category_scores_gemma":[0.0001459883,0.0001295314,0.00008046786,0.001161781,0.0005097997,0.000169062,0.0002070945,0.00008226086,0.0001835205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00240717,"about_ca_system_score_gemma":0.001183724,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5377482,"about_ca_topic_score_gemma":0.7863296,"domain_scores_codex":[0.9998753,0.000003767387,0.000006233993,0.00004595012,0.00003081902,0.00003790779],"domain_scores_gemma":[0.9998228,0.00001390906,0.00003773872,0.000007460906,0.00008152139,0.00003658324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005722461,0.00002015916,0.8175692,0.0001273632,0.00003606945,0.0003293729,0.001923104,0.000197426,0.1682529,0.000180404,0.0003113963,0.01048036],"study_design_scores_gemma":[0.000002485829,0.00003256183,0.9948853,0.000004072829,0.000006811305,0.00007877682,0.0007325283,0.00009211103,0.003134901,0.00001867869,0.001006838,0.000005104376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998415,0.0001461066,0.00004595062,0.000006481965,4.77959e-7,0.000003418731,0.0004600732,0.000003779902,0.000918574],"genre_scores_gemma":[0.9978997,0.0001175348,0.0001771881,0.000007796863,7.293696e-7,0.000006171386,0.0005163462,0.000003262529,0.00127133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5377482,"threshold_uncertainty_score":0.9299482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008262692835370043,"score_gpt":0.2083836797682058,"score_spread":0.2001209869328358,"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."}}