{"id":"W2184621642","doi":"10.1177/089686080802800606","title":"Vascular Access Planning in Peritoneal Dialysis Patients","year":2008,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Peritoneal dialysis; Vascular access; Hemodialysis; Intensive care medicine; Arteriovenous fistula; Dialysis; Renal replacement therapy; End stage renal disease; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005112618,0.0003599737,0.0007617827,0.0007740949,0.000920918,0.00006394808,0.0009266885,0.0002948255,0.003030793],"category_scores_gemma":[0.0003380025,0.0003523406,0.0005842753,0.0007318018,0.0001430454,0.0005969272,0.0004429469,0.0007406856,0.0003263285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007289017,"about_ca_system_score_gemma":0.0002268753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002475465,"about_ca_topic_score_gemma":0.0005755735,"domain_scores_codex":[0.9957575,0.0003993078,0.001163582,0.0007332388,0.001084092,0.0008622485],"domain_scores_gemma":[0.9982104,0.0002914559,0.0003670749,0.000465185,0.0004054514,0.0002604912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001340126,0.0005876977,0.9833913,0.0000264426,0.0003437385,0.00005100973,0.01046328,0.0007925188,0.0001599706,0.0001057651,0.001918485,0.002025821],"study_design_scores_gemma":[0.002470047,0.00004785416,0.965506,0.00009174242,0.0001418508,0.000002473514,0.0005712484,0.004029628,0.00007609338,0.000121736,0.02643533,0.000506047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853914,0.0001284025,0.0003368283,0.0005877531,0.00185762,0.0004600246,0.0001116117,0.0001027144,0.01102358],"genre_scores_gemma":[0.995264,0.0003593006,0.0003467923,0.0007931801,0.001301559,0.0002809126,0.0007349464,0.00005513403,0.0008641873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02451685,"threshold_uncertainty_score":0.9998928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05862595325381881,"score_gpt":0.3833548088149822,"score_spread":0.3247288555611634,"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."}}