{"id":"W4386781511","doi":"10.3390/environments10090159","title":"A Critical Review of Recent Progress in Global Water Reuse during 2019–2021 and Perspectives to Overcome Future Water Crisis","year":2023,"lang":"en","type":"review","venue":"Environments","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reuse; Water scarcity; Water resources; Business; Environmental planning; Groundwater recharge; Natural resource economics; Farm water; Agriculture; Water security; Population; Water conservation; Environmental science; Water resource management; Engineering; Waste management; Geography; Groundwater; Aquifer; Economics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002843179,0.0005400011,0.00124431,0.00008139003,0.00007662155,0.00003199925,0.0005217,0.0002324614,0.003783911],"category_scores_gemma":[0.00002401256,0.0003029307,0.0002250871,0.0002140047,0.0002137392,0.0001902505,0.001920868,0.000232781,0.002653111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007874176,"about_ca_system_score_gemma":0.000006070594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002859942,"about_ca_topic_score_gemma":0.000007955486,"domain_scores_codex":[0.9969589,0.0002422702,0.0006837383,0.000928276,0.0005290687,0.0006577246],"domain_scores_gemma":[0.9988137,0.00001844694,0.00007514037,0.000863591,0.000003049322,0.0002260394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002488588,0.005626305,0.02384507,0.2350871,0.001895459,0.0028569,0.01927368,0.00001336184,0.0003884994,0.00003231076,0.02473891,0.6859936],"study_design_scores_gemma":[0.0004109717,0.0001226361,0.003775057,0.02021766,0.0004854914,0.00003686183,0.0001757691,1.173268e-7,0.0001874767,0.0000406642,0.9738631,0.0006842093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008310984,0.9877796,2.446706e-7,0.002226839,0.0001926393,0.001256203,0.0001018411,0.00001737311,0.0001142687],"genre_scores_gemma":[0.0001466333,0.9979417,0.0002378792,0.00004879279,0.0001101566,0.0002200118,0.0000825311,0.00005710932,0.001155156],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9491242,"threshold_uncertainty_score":0.9999423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683484236652154,"score_gpt":0.306361400671239,"score_spread":0.2795265583047175,"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."}}