{"id":"W7155319525","doi":"","title":"Impacto del uso del medidor para agua potable, tipo ultrasónico, en la eficiencia del indicador Agua No Facturada en Empresas prestadoras del servicio de saneamiento en Perú","year":2024,"lang":"es","type":"dissertation","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ile de france; Cost analysis; Quarter (Canadian coin)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008747348,0.000318556,0.0003423294,0.0004530764,0.0004780322,0.001049191,0.0004311921,0.000618788,0.00156529],"category_scores_gemma":[0.001557844,0.0002656836,0.0002933144,0.0005571393,0.0007238853,0.0004897131,0.0006960983,0.0003311388,0.0002706334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007362927,"about_ca_system_score_gemma":0.000605892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005708646,"about_ca_topic_score_gemma":0.01043836,"domain_scores_codex":[0.9990188,0.0002566834,0.00004202927,0.0002079439,0.0003964886,0.0000781171],"domain_scores_gemma":[0.9989415,0.0003955923,0.0002824588,0.00005048609,0.0002966324,0.00003334305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001044066,0.0001489191,0.08070297,0.001086438,0.00007975729,0.0004897596,0.004002253,0.001847836,0.8416084,0.0005135727,0.0002571277,0.0682188],"study_design_scores_gemma":[0.00003992932,0.008730383,0.4118686,0.0002300956,0.0003755967,0.0008150248,0.01265122,0.004228206,0.5305373,0.0006731561,0.02973392,0.0001165119],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932641,0.001510042,0.002960601,0.0001564478,0.0000147984,0.00003919601,0.0001037598,0.00003437771,0.001916676],"genre_scores_gemma":[0.9932801,0.001300772,0.00303987,0.00006100762,0.000009656601,0.00004680231,0.00006922015,0.00001270516,0.002179917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005708646,"threshold_uncertainty_score":0.01135081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538607361040545,"score_gpt":0.2592549814256989,"score_spread":0.2438689078152934,"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."}}