{"id":"W2887594788","doi":"10.1016/j.envint.2018.07.047","title":"Review of global sanitation development","year":2018,"lang":"en","type":"review","venue":"Environment International","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Yale University; Bill and Melinda Gates Foundation","keywords":"Sanitation; Sustainable development; Millennium Development Goals; Business; Improved sanitation; Developing country; Environmental planning; Economic growth; Environmental science; Political science; Environmental engineering; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001886632,0.0002883101,0.0005191359,0.00002324852,0.00004027319,0.00001010962,0.000510506,0.0001036223,0.01227181],"category_scores_gemma":[0.00001532097,0.0002170211,0.0002414871,0.0000834692,0.0001373856,0.00009529557,0.0003896843,0.00007239425,0.006980026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039863,"about_ca_system_score_gemma":0.00002976579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006386863,"about_ca_topic_score_gemma":0.000002745877,"domain_scores_codex":[0.9982347,0.00006593183,0.0006419068,0.0003739582,0.0005241598,0.0001593074],"domain_scores_gemma":[0.9991952,0.00002322913,0.0004377667,0.0002777961,0.00000424208,0.00006180063],"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":[0.000004268901,0.0003692489,0.0005775901,0.01302516,0.0004459137,0.000008826563,0.00005345899,0.0000033371,0.000001324634,0.00006000709,0.04039055,0.9450603],"study_design_scores_gemma":[0.00008113228,0.00002508319,0.00009715474,0.02099605,0.0001766953,0.00001218854,0.000001437021,5.893007e-7,0.000007459186,0.00002056097,0.9783919,0.000189708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000023799,0.9896882,0.00004702481,0.00004539974,0.0003387999,0.0004381835,0.00007496903,0.00001409521,0.009329575],"genre_scores_gemma":[0.000003392799,0.9946334,0.002948778,0.00008516618,0.00009260983,0.00008604583,0.0006498231,0.00001808942,0.00148264],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9448706,"threshold_uncertainty_score":0.9937931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03040802658873437,"score_gpt":0.2996597204827522,"score_spread":0.2692516938940179,"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."}}