{"id":"W3194929695","doi":"10.3390/w13162307","title":"Sustainable Wastewater Management to Reduce Freshwater Contamination and Water Depletion in Mexico","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Water resources management and optimization","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Sanitation; Wastewater; Business; Environmental planning; Reuse; Enforcement; Water resource management; Environmental science; Groundwater; Effluent; Environmental engineering; Waste management; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.000154448,0.0001480657,0.000122498,0.0002177661,0.00005061233,0.0001531639,0.00007086161,0.00005338125,0.0002159793],"category_scores_gemma":[0.000002249331,0.0001021526,0.00002104372,0.00008929372,0.0000108275,0.0002646219,0.0001697778,0.00006148429,0.0001549187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009276818,"about_ca_system_score_gemma":7.519072e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002167814,"about_ca_topic_score_gemma":0.0001100248,"domain_scores_codex":[0.9989635,0.00003126017,0.0001963588,0.0002414785,0.0001262069,0.0004411337],"domain_scores_gemma":[0.9997147,0.000002302841,0.000005143429,0.0001709114,0.00005349347,0.00005346861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002353381,0.0002668915,0.01998794,0.002646376,0.0003704662,0.00205369,0.05677764,0.5901973,0.2949484,0.002448237,0.02391151,0.006156276],"study_design_scores_gemma":[0.000744962,0.00002221005,0.002578045,0.00003644911,0.00002278476,0.000004227872,0.001322536,0.007754907,0.8568901,0.0003899289,0.1299467,0.0002871765],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909193,0.00002590293,0.001895066,0.0006160992,0.0001636048,0.0003455939,0.000001158751,0.0001144163,0.005918841],"genre_scores_gemma":[0.9741888,0.00002048658,0.0009041671,0.0001212988,0.00004756431,0.00007676071,0.0001858438,0.00003626273,0.0244188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5824423,"threshold_uncertainty_score":0.4165664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005098939384520409,"score_gpt":0.1837983358170966,"score_spread":0.1786993964325762,"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."}}