{"id":"W4399125587","doi":"10.1111/jorc.12503","title":"Barriers and facilitators to vascular access point‐of‐care ultrasound in haemodialysis: An international survey of haemodialysis clinicians","year":2024,"lang":"en","type":"article","venue":"Journal of Renal Care","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System","funders":"Deakin University","keywords":"Medicine; Respondent; Ultrasound; Health care; Point of care ultrasound; Vascular access; Cross-sectional study; Family medicine; Nursing; Emergency medicine; Hemodialysis; Surgery; Radiology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003853593,0.0001539252,0.0003974013,0.0007691116,0.0006595904,0.001106963,0.0004780308,0.0007171938,0.001449663],"category_scores_gemma":[0.01793166,0.0003861201,0.0003462115,0.001338071,0.0007147214,0.0009150233,0.001361881,0.0008068329,0.0002253504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008523011,"about_ca_system_score_gemma":0.001505846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01411235,"about_ca_topic_score_gemma":0.01190215,"domain_scores_codex":[0.9962454,0.001546646,0.0006513941,0.0004234606,0.0006107417,0.0005222108],"domain_scores_gemma":[0.9843833,0.005531508,0.006402844,0.0003591872,0.001479905,0.001843387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000542633,0.00009977065,0.9774805,0.0001637131,0.00002610937,0.0001546192,0.01657703,0.00003430304,0.0002103549,0.00004849532,0.0004025654,0.004748208],"study_design_scores_gemma":[0.0000132289,0.0002028125,0.9529895,0.0002936909,0.0000234392,0.000396063,0.04455055,0.0001996703,0.00009575799,0.00003163723,0.001186071,0.00001768486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982029,0.0003549817,0.00006162047,0.0006039899,0.000005303879,0.00003659384,0.0001078454,0.000003146403,0.0006235692],"genre_scores_gemma":[0.9992367,0.0003214765,0.0000955962,0.0001649265,0.000004127832,0.00003322231,0.00004931737,0.000001974804,0.0000925155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01411235,"threshold_uncertainty_score":0.02806044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04302417097753901,"score_gpt":0.4135465736170866,"score_spread":0.3705224026395476,"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."}}