{"id":"W4388866728","doi":"10.3390/su152316172","title":"Lifecycle Assessment of Two Urban Water Treatment Plants of Pakistan","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Directorate for Biological Sciences; Bahria University","keywords":"Life-cycle assessment; Environmental science; Sustainability; Sewage treatment; Eutrophication; Electricity; Environmental engineering; Scope (computer science); Water treatment; Water resource management; Business; Environmental resource management; Production (economics); Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002978602,0.0002791066,0.0001784079,0.000756758,0.0006223379,0.0007463483,0.0002216397,0.0002200644,0.001118762],"category_scores_gemma":[0.0003031199,0.0001850595,0.0003718795,0.0007690166,0.0002706381,0.0003846425,0.0004138152,0.0001856405,0.0001428479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002148031,"about_ca_system_score_gemma":0.0009690486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05134873,"about_ca_topic_score_gemma":0.0576414,"domain_scores_codex":[0.9998139,0.00001944559,0.000009506516,0.0000283507,0.00008126056,0.00004752424],"domain_scores_gemma":[0.9997098,0.00006913739,0.0000625622,0.00001380666,0.0001222353,0.00002242985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008431193,0.0005555867,0.4973444,0.0003880209,0.0001210775,0.002787844,0.001696889,0.3271672,0.0585573,0.002196879,0.001398652,0.1069431],"study_design_scores_gemma":[0.00005239749,0.001312254,0.6714141,0.00004337274,0.0001570505,0.0004485158,0.006561541,0.2698045,0.04210375,0.001165118,0.006854921,0.00008243102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963968,0.00002457111,0.001431293,0.00001989599,0.000001291844,0.00004104195,0.0004233618,0.00001452748,0.001647207],"genre_scores_gemma":[0.9979811,0.00006580267,0.0008076807,0.000004223519,5.894093e-7,0.00001336648,0.0004053977,0.000003874208,0.0007177998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05134873,"threshold_uncertainty_score":0.1020997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027885986792078,"score_gpt":0.3115456833402876,"score_spread":0.3012668234723669,"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."}}