{"id":"W4399921977","doi":"10.56294/saludcyt20241052","title":"Closed system for the safe management of intravenous fluids and the reduction of healthcare-associated bloodstream infections","year":2024,"lang":"en","type":"article","venue":"Salud Ciencia y Tecnología","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Humanities; Philosophy","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":[0.005070769,0.0004042539,0.0009910257,0.003616615,0.000456922,0.00229896,0.0009083218,0.001691488,0.007337215],"category_scores_gemma":[0.02118923,0.0001957226,0.00172892,0.002149873,0.0009209127,0.00154726,0.0009347893,0.001148294,0.0006588177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001519633,"about_ca_system_score_gemma":0.009016593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004631334,"about_ca_topic_score_gemma":0.004322167,"domain_scores_codex":[0.9949867,0.001786921,0.0006273323,0.0004116028,0.001985384,0.0002020089],"domain_scores_gemma":[0.9855237,0.00832872,0.003272888,0.0002501984,0.002254451,0.000369992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004635799,0.0002991634,0.00481444,0.1970646,0.00105938,0.0003184476,0.0007714829,0.0002347159,0.00136904,0.007356784,0.01211243,0.774136],"study_design_scores_gemma":[0.0006488684,0.002208645,0.0629851,0.5207539,0.005156606,0.003527825,0.002350536,0.0005695279,0.003186858,0.01044753,0.3880199,0.0001448144],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004916515,0.9820675,0.001271128,0.004129637,0.0007987185,0.0001267983,0.0001992676,0.00002830334,0.006462246],"genre_scores_gemma":[0.09359851,0.8941409,0.00698326,0.002422613,0.0009969084,0.0002443817,0.0002612577,0.00001358537,0.001338523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007337215,"threshold_uncertainty_score":0.02681714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420100228694803,"score_gpt":0.3250487622696991,"score_spread":0.3008477599827511,"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."}}