{"id":"W2782995981","doi":"10.2175/193864712811693731","title":"Niagara Biosolids: A Case Study","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosolids; Joint venture; Environmental science; Waste management; Engineering; Environmental engineering; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009790107,0.0005909207,0.000354052,0.001377444,0.005933757,0.002662888,0.001941365,0.003279588,0.005614725],"category_scores_gemma":[0.001801118,0.0003477585,0.0004687068,0.002815036,0.001284164,0.001480669,0.001467982,0.001084428,0.0009804005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004772649,"about_ca_system_score_gemma":0.003002345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1416928,"about_ca_topic_score_gemma":0.3604169,"domain_scores_codex":[0.9984704,0.0004954668,0.00007630557,0.0001346916,0.0004919411,0.0003312537],"domain_scores_gemma":[0.9980543,0.0008942264,0.0002561616,0.0001073537,0.0003824922,0.0003054919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.001137251,0.004624048,0.1249119,0.003379601,0.0001900407,0.4424636,0.1172568,0.01769996,0.02512062,0.03271838,0.05479189,0.1757058],"study_design_scores_gemma":[0.0001438642,0.0008744599,0.07491464,0.0009028548,0.0001460876,0.06305353,0.3626411,0.01047898,0.01223543,0.002766893,0.4716832,0.0001589764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9050749,0.003854007,0.003555207,0.003112325,0.00005414466,0.0006221175,0.0008184342,0.00005083748,0.08285802],"genre_scores_gemma":[0.9308549,0.005436163,0.01041657,0.0004846787,0.00002944201,0.0002351213,0.0006575538,0.00005159169,0.05183399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1416928,"threshold_uncertainty_score":0.2817361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900460351716615,"score_gpt":0.1933564044192677,"score_spread":0.1743518009021015,"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."}}