{"id":"W7162005270","doi":"10.82308/23380","title":"Urban phosphorus sustainability: how human diet, urban agriculture and socioecological context influence phosphorus cycling and management","year":2015,"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":"Context (archaeology); Urban agriculture; Urban environment; Human ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006144542,0.0007958849,0.0007191542,0.00007934163,0.0006747855,0.0003896156,0.0005199644,0.0005250401,0.0002402236],"category_scores_gemma":[0.00007047177,0.0006271841,0.0001432507,0.0003096533,0.0004196612,0.0004134423,0.0007878066,0.0005603957,0.0000533219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009251584,"about_ca_system_score_gemma":0.0000215496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029622,"about_ca_topic_score_gemma":0.0007213779,"domain_scores_codex":[0.9961524,0.00008819349,0.0005207619,0.00152345,0.0008577739,0.0008573908],"domain_scores_gemma":[0.9985024,0.00005610694,0.0003562419,0.0005259382,0.00009187511,0.0004673772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009140185,0.0010387,0.3065058,0.00100615,0.0005220856,0.0003630171,0.008592381,0.00005874784,0.0003031724,0.01233064,0.6229943,0.045371],"study_design_scores_gemma":[0.001747139,0.0009384747,0.5577105,0.0001389858,0.0004278478,0.000005226485,0.02502978,0.00005639473,0.0004492493,0.006560686,0.4053015,0.001634136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621697,0.005311446,0.000008184521,0.0005671099,0.000250638,0.002267101,0.00001635449,0.0001723999,0.02923704],"genre_scores_gemma":[0.937351,0.003064006,0.0001372027,0.0004690841,0.00004759292,0.0003143259,0.0002677659,0.00004906544,0.05829994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2512048,"threshold_uncertainty_score":0.9996179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007120136707844269,"score_gpt":0.2387007797094028,"score_spread":0.2315806430015585,"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."}}