{"id":"W4417296753","doi":"10.1093/pch/pxaf116.069","title":"69 Fewer pokes with faster PICCs: A quality improvement initiative to improve timely access to PICCs in paediatric care","year":2025,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Quality management; Vascular access; Peripherally inserted central catheter; Catheter; Patient safety; Intervention (counseling); Quality (philosophy); Quality assurance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03195642,0.0006282898,0.0004822665,0.00252007,0.002215629,0.004879199,0.002559765,0.001390942,0.00249989],"category_scores_gemma":[0.04061903,0.000473071,0.001500254,0.003129744,0.001590878,0.004066857,0.007960229,0.003230744,0.0003088912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01001886,"about_ca_system_score_gemma":0.0712966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01285031,"about_ca_topic_score_gemma":0.02335043,"domain_scores_codex":[0.9796951,0.01163403,0.001584605,0.0009622465,0.003877632,0.002246365],"domain_scores_gemma":[0.9604442,0.008232454,0.008824169,0.0009192001,0.005950524,0.01562948],"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":[0.0003731251,0.004298162,0.1852987,0.01220002,0.0005996526,0.001004723,0.01886991,0.005210354,0.002203852,0.01062295,0.0764538,0.6828648],"study_design_scores_gemma":[0.002067375,0.01023722,0.6411293,0.01964639,0.001451925,0.00143747,0.07220031,0.01883095,0.00527463,0.01062656,0.2167461,0.0003517632],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5718012,0.01712028,0.02978266,0.3257188,0.002629113,0.006480307,0.001867772,0.001715847,0.04288409],"genre_scores_gemma":[0.8221498,0.009904258,0.1465072,0.01463545,0.0005781933,0.003000728,0.001046052,0.00009857914,0.002079854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03195642,"threshold_uncertainty_score":0.1690037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317227209378543,"score_gpt":0.3830315673631426,"score_spread":0.3498592952693572,"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."}}