{"id":"W3175085529","doi":"10.1097/01.tp.0000757552.66011.4d","title":"O-21: Using Virtual Technology to Preserve the Lifespan of Central Venous Access Devices","year":2021,"lang":"en","type":"article","venue":"Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"Venous access; Medicine; Urokinase; Occlusion; Parenteral nutrition; Protocol (science); Emergency medicine; Surgery","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":[0.001323385,0.0006428194,0.00030005,0.0008648051,0.0006874894,0.00264454,0.001240339,0.0009209242,0.008656036],"category_scores_gemma":[0.005523834,0.0002191746,0.0005816633,0.0003537145,0.0005522649,0.002419209,0.004799864,0.0007157943,0.003064103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002811427,"about_ca_system_score_gemma":0.0008361313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005457862,"about_ca_topic_score_gemma":0.0005650542,"domain_scores_codex":[0.9989071,0.0003536549,0.00006806271,0.000157139,0.0003455139,0.0001683955],"domain_scores_gemma":[0.9978066,0.0005499782,0.0002842562,0.0004318541,0.000344268,0.0005830323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001556056,0.000707958,0.02005704,0.001037461,0.00009726368,0.002805121,0.003047626,0.003133026,0.03779231,0.01550528,0.05790756,0.8563533],"study_design_scores_gemma":[0.0003807126,0.005155187,0.04369902,0.001132888,0.0004153066,0.01666725,0.002618153,0.02772015,0.04533223,0.02209621,0.8343264,0.0004565202],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3969769,0.005885548,0.3710994,0.00727853,0.002588681,0.001463812,0.002122958,0.02517354,0.1874107],"genre_scores_gemma":[0.7799659,0.002729432,0.1746479,0.00216668,0.0006823511,0.0007755912,0.001775834,0.001584387,0.03567183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008656036,"threshold_uncertainty_score":0.02895731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0627726022918715,"score_gpt":0.4036892047506621,"score_spread":0.3409166024587906,"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."}}