{"id":"W2145696927","doi":"10.14740/jocmr2314w","title":"The Impact of Implementation of Bundle to Reduce Catheter-Related Bloodstream Infection Rates","year":2015,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Checklist; Central venous catheter; Bloodstream infection; Bundle; Catheter; Incidence (geometry); Infection control; Emergency medicine; Intensive care medicine; Critically ill; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02405901,0.00008889441,0.0006863796,0.0003050137,0.0002118687,0.000004671616,0.0002532928,0.0001452724,0.0002625051],"category_scores_gemma":[0.008531256,0.00004398315,0.0003212092,0.0006672465,0.0002865254,0.00007692209,0.00008750607,0.001224427,0.00001700508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001928321,"about_ca_system_score_gemma":0.001795548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006063405,"about_ca_topic_score_gemma":0.0002897743,"domain_scores_codex":[0.9935126,0.002302641,0.002660527,0.000118069,0.0009955389,0.0004106003],"domain_scores_gemma":[0.9900612,0.00501838,0.001284773,0.000265529,0.002851223,0.0005189297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00200072,0.001274919,0.8480154,0.00008495033,0.0007035625,0.000005556985,0.01025983,0.00006590487,0.002793934,0.0001440297,0.06187084,0.07278034],"study_design_scores_gemma":[0.01137438,0.05188474,0.9033471,0.001279275,0.0003318547,0.00002136377,0.01734291,0.0001750018,0.002669604,0.005398666,0.006028558,0.0001465069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991366,0.0003266153,0.00003286265,0.006431893,0.0005827356,0.0004501868,0.000005338495,0.000003301941,0.0008010311],"genre_scores_gemma":[0.9977872,0.001040767,0.00005546519,0.00002830482,0.000846752,0.000006390773,0.000002873695,0.00001179453,0.000220399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07263383,"threshold_uncertainty_score":0.9998203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4188398126344116,"score_gpt":0.6777015271525656,"score_spread":0.258861714518154,"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."}}