{"id":"W4390480321","doi":"10.1016/j.jvsvi.2023.100050","title":"Practical and ethical challenges of maintaining vascular access in chronic kidney disease: A qualitative interview study","year":2024,"lang":"en","type":"article","venue":"JVS-Vascular Insights","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Dialysis; Psychological intervention; Quality of life (healthcare); Kidney disease; Arteriovenous fistula; Hemodialysis; Renal replacement therapy; Cohort; Surgery; Internal medicine; Psychiatry; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.003292683,0.0002791984,0.0007654417,0.0003334096,0.0002365406,0.00005102777,0.0002360878,0.0003361761,0.0002247395],"category_scores_gemma":[0.0007372127,0.000215669,0.0003294791,0.000431226,0.0001434327,0.0002516723,0.000410744,0.00166123,0.00004469649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004269531,"about_ca_system_score_gemma":0.001275511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003256521,"about_ca_topic_score_gemma":0.001289589,"domain_scores_codex":[0.9930251,0.004347771,0.0008244149,0.0006980966,0.0005801327,0.0005244746],"domain_scores_gemma":[0.9976099,0.001178339,0.0001363006,0.0005234207,0.0001234568,0.0004286065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002325118,0.001690432,0.002577323,0.01209403,0.002902096,0.0009525596,0.732192,0.00004379857,0.0001178196,0.2303028,0.001124494,0.01577005],"study_design_scores_gemma":[0.01797452,0.00404032,0.197407,0.03511481,0.006102866,0.00001778465,0.4001947,0.02667258,0.00007628628,0.09160353,0.2171208,0.003674712],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8939359,0.07998485,0.002754875,0.01808997,0.0006792454,0.003431043,0.00003372184,0.0001921596,0.0008982817],"genre_scores_gemma":[0.9892991,0.009375524,0.0001587774,0.0005621327,0.0002165975,0.0002877557,0.00002057418,0.00004717188,0.00003240788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3319973,"threshold_uncertainty_score":0.8794725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1778590859951337,"score_gpt":0.4966784241203047,"score_spread":0.318819338125171,"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."}}