{"id":"W4367050513","doi":"10.1177/11297298231169468","title":"Registered Nurses’ Association of Ontario (RNAO) best practice guideline on the assessment and management of vascular access devices","year":2023,"lang":"en","type":"review","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Registered Nurses' Association of Ontario","funders":"Government of Ontario","keywords":"Guideline; Vascular access; Best practice; Medicine; Association (psychology); Family medicine; Nursing; Psychology; Internal medicine; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01305937,0.0004295222,0.002297317,0.000307159,0.0005199222,0.0001070282,0.00210496,0.0003385335,0.0001919877],"category_scores_gemma":[0.0003667098,0.0002240166,0.001272963,0.0006606025,0.00006616838,0.0004705927,0.0007044936,0.001613405,0.00001429204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001725449,"about_ca_system_score_gemma":0.001391044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006852817,"about_ca_topic_score_gemma":0.004956005,"domain_scores_codex":[0.9913847,0.003047217,0.003117603,0.000288418,0.00169983,0.0004622467],"domain_scores_gemma":[0.9853946,0.002446128,0.009873902,0.00106723,0.001100552,0.0001176157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005514235,0.004483583,0.005790762,0.139123,0.0996224,0.0001839562,0.01604578,0.0009026089,0.000003532142,0.002609743,0.06373486,0.6669483],"study_design_scores_gemma":[0.0007914201,0.0001882055,0.001769172,0.02757361,0.02153665,0.00000918222,0.00128629,0.00001415423,9.270953e-7,0.000111888,0.9464867,0.0002317628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003490267,0.9828623,0.0006066184,0.002977287,0.001764252,0.004603515,0.00006596805,0.00002065507,0.003609138],"genre_scores_gemma":[0.0001684587,0.9978275,0.0003227314,0.0003283333,0.0003089763,0.00005369777,0.0000277536,0.00006924991,0.0008933189],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8827519,"threshold_uncertainty_score":0.9997606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1987549311850618,"score_gpt":0.5072717448897475,"score_spread":0.3085168137046856,"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."}}