{"id":"W4399732325","doi":"10.2175/193864718825159431","title":"Integrated Biosolids and Organics Management Strategy in the City of Windsor, Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Composting and Vermicomposting Techniques","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biosolids; Windsor; Environmental planning; Environmental science; Business; Environmental resource management; Environmental engineering","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":[0.0002110353,0.00006994512,0.00006728088,0.000006791471,0.00008460925,0.000067492,0.0001444427,0.00002526537,0.00003245376],"category_scores_gemma":[0.000002738906,0.00001785523,0.00001718697,0.00005740343,0.00002802517,0.00005130849,0.00008516642,0.00008654375,1.942747e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006813236,"about_ca_system_score_gemma":0.000005335442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1943596,"about_ca_topic_score_gemma":0.1947018,"domain_scores_codex":[0.99949,0.000008794891,0.000150018,0.0001218576,0.0001447201,0.00008462663],"domain_scores_gemma":[0.9999105,0.00001862694,0.00003301966,0.00001992618,0.00000865407,0.00000927714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001698768,0.0000598208,0.04802002,0.00006131782,0.00001722471,8.728112e-7,0.001103078,0.000010585,0.9408447,0.0004537906,0.0005805223,0.008831034],"study_design_scores_gemma":[0.0001035953,0.0002289411,0.4305801,0.0002372108,0.00003871306,0.00001292354,0.001539211,0.000797738,0.5546508,0.002525458,0.009094184,0.0001910701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975331,0.00001696641,0.000001170695,0.001697062,0.00002036144,0.000170828,0.000003386047,0.00001262051,0.0005444882],"genre_scores_gemma":[0.9996496,0.00001596021,0.00005425672,0.00004013758,0.00001189555,0.000005759097,0.000007644461,6.267447e-7,0.0002140624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3861939,"threshold_uncertainty_score":0.8199928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205312807285773,"score_gpt":0.1778457675556113,"score_spread":0.1657926394827536,"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."}}