{"id":"W2090531202","doi":"10.1139/s07-034","title":"Strategic pathways for the sustainable management of water treatment plant residuals","year":2008,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Residual; Water quality; Stewardship (theology); Business; Environmental resource management; Environmental planning; Sustainability; Government (linguistics); Environmental science; Environmental economics; Computer science; Ecology; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000267406,0.00009275673,0.000102562,0.00004294851,0.0002158514,0.00001690496,0.0001196062,0.00001542057,0.0000494784],"category_scores_gemma":[0.000001579345,0.00004738611,0.00004921365,0.00006125282,0.0002378413,0.0002806039,0.00006000065,0.00003089383,0.000003086176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001789188,"about_ca_system_score_gemma":0.000005550396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001770704,"about_ca_topic_score_gemma":2.609883e-7,"domain_scores_codex":[0.9992785,0.000005028679,0.0001773755,0.0001113386,0.0002131823,0.0002145506],"domain_scores_gemma":[0.999755,0.00002359404,0.00006067978,0.00009232815,0.00000250984,0.00006592703],"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":[0.0002176311,0.0009157916,0.01829539,0.00008557439,0.000202456,0.0002658918,0.004091182,0.2091436,0.7610514,0.002494328,0.0001499128,0.003086856],"study_design_scores_gemma":[0.004547003,0.00441987,0.3135854,0.00008256307,0.0003347477,0.001288619,0.004958882,0.0144799,0.6460186,0.001344589,0.008323708,0.0006161574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990281,0.0001457961,0.0002107958,0.00004116431,0.00005957718,0.0001495661,0.000004356699,0.000003634728,0.0003569977],"genre_scores_gemma":[0.9985175,0.0004260726,0.0006119803,0.000005176208,0.0000161122,0.00000690578,8.495892e-7,0.000004704942,0.0004107609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.29529,"threshold_uncertainty_score":0.1932349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134587587591893,"score_gpt":0.1792931423660099,"score_spread":0.1658343836068206,"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."}}