{"id":"W4402633814","doi":"10.1177/11297298241272166","title":"Management of vascular access inflow-outflow imbalance: A bimodal approach","year":2024,"lang":"en","type":"review","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Outflow; Inflow; Medicine; Angioplasty; Stenosis; Cardiology; Intensive care medicine; Surgery; Mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005361285,0.0007694122,0.003903963,0.0007325868,0.0004940773,0.000169612,0.004574328,0.0005861883,0.0002823805],"category_scores_gemma":[0.00005005016,0.0004174863,0.004082066,0.001574116,0.0001435096,0.0004943534,0.001774277,0.002872291,0.00009489237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004710814,"about_ca_system_score_gemma":0.0008119319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001358493,"about_ca_topic_score_gemma":0.000008861253,"domain_scores_codex":[0.9922548,0.001877039,0.002975021,0.0004599008,0.001537536,0.000895687],"domain_scores_gemma":[0.9947213,0.000305495,0.00276387,0.001485556,0.0004478362,0.0002759302],"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":[0.0001373158,0.00098961,0.0002369945,0.2929622,0.03286217,0.0002286573,0.003294296,0.0005442082,0.000001067539,0.0006704066,0.01123523,0.6568379],"study_design_scores_gemma":[0.001082416,0.00009170642,0.0002791389,0.04370578,0.03792398,0.00005918624,0.0005244704,0.0001046631,9.734209e-7,0.0004114785,0.915212,0.0006041492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004898981,0.9910775,0.002498544,0.00007993202,0.001565849,0.002263001,0.00006013142,0.00003618003,0.001928956],"genre_scores_gemma":[0.0005158724,0.9972438,0.0003473007,0.00009551148,0.001126058,0.0001129826,0.00004442468,0.0001608587,0.0003531914],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9039768,"threshold_uncertainty_score":0.9998277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09877733801385567,"score_gpt":0.4417177767669739,"score_spread":0.3429404387531182,"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."}}