{"id":"W4241734055","doi":"10.1159/000081665","title":"Vascular Access","year":2004,"lang":"en","type":"review","venue":"Contributions to nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Vascular access; Computer science; Medicine; Internal medicine","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":[0.0003979704,0.0008751846,0.001027721,0.002097122,0.0005288972,0.001379024,0.0006456157,0.001374339,0.06240331],"category_scores_gemma":[0.001527191,0.0002270934,0.000433929,0.001936406,0.0004900304,0.001266197,0.001123907,0.001537611,0.02839241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000471503,"about_ca_system_score_gemma":0.001526387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001507772,"about_ca_topic_score_gemma":0.002968182,"domain_scores_codex":[0.999716,0.00004848415,0.00002988808,0.0000671495,0.00009248682,0.00004598295],"domain_scores_gemma":[0.9995028,0.0001463072,0.00007286773,0.00003523472,0.0001441124,0.0000986173],"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":[0.00004381572,0.00003775415,0.0001845496,0.002146956,0.0000241826,0.0004068587,0.00002184128,0.00009874166,0.0005670944,0.00170703,0.1073984,0.8873629],"study_design_scores_gemma":[0.00002277836,0.00005136391,0.000731079,0.001309602,0.00005860592,0.003223198,0.00002503905,0.0000585896,0.0002656834,0.0007432848,0.9935036,0.000007272783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007497368,0.9196483,0.002328193,0.001931405,0.005193741,0.00003471866,0.0001625203,0.0002612765,0.06968998],"genre_scores_gemma":[0.0105661,0.8508468,0.002292336,0.002847094,0.006267913,0.00004737698,0.000584373,0.00005052564,0.1264975],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06240331,"threshold_uncertainty_score":0.2087598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07420634572416823,"score_gpt":0.4706225442126389,"score_spread":0.3964161984884707,"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."}}