{"id":"W7161948326","doi":"10.82308/12491","title":"Recovering and estimating sources of waste phosphorus for reuse","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phosphate fertilizer; Phosphate; Phosphorus; Animal waste","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001502653,0.0001429958,0.0002025684,0.00003714321,0.00008645073,0.00002400989,0.0002188177,0.00007422785,0.0001550763],"category_scores_gemma":[0.00008938568,0.0001314294,0.0000578147,0.00009878209,0.00001866661,0.00007102262,0.0001752089,0.00005690262,0.000004288161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000440207,"about_ca_system_score_gemma":0.00000645141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000543064,"about_ca_topic_score_gemma":0.0001539827,"domain_scores_codex":[0.9991713,0.000005560149,0.0002414208,0.0002848285,0.0001444448,0.0001524872],"domain_scores_gemma":[0.9994956,0.00006118188,0.0001639981,0.0002402094,0.00000695366,0.00003211078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00116709,0.0003969387,0.02587403,0.004442461,0.0003926545,0.000007585764,0.006686362,0.009742732,0.006479992,0.003284619,0.0819139,0.8596116],"study_design_scores_gemma":[0.004561794,0.001260088,0.03121164,0.004256369,0.001171876,0.000002871515,0.01476034,0.1644929,0.5387177,0.03268236,0.2037118,0.003170264],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472684,0.0004538571,0.001043022,0.00003753086,0.0004409425,0.0005485886,0.00001433965,0.00002635546,0.05016698],"genre_scores_gemma":[0.5619324,0.001787185,0.1925843,0.0002415872,0.0001154103,0.0003936019,0.0004779737,0.00009683272,0.2423707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8564414,"threshold_uncertainty_score":0.5359536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008254758320017421,"score_gpt":0.2334488171952471,"score_spread":0.2251940588752296,"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."}}