{"id":"W2152165878","doi":"10.1111/hdi.12340","title":"“You know your own fistula, it becomes a part of you”—Patient perspectives on vascular access: A semistructured interview study","year":2015,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Western Sydney Local Health District","keywords":"Vascular access; Medicine; Hemodialysis; Arteriovenous fistula; Medical emergency; Nursing; General surgery; Family medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001080751,0.0003711339,0.0008545909,0.000436922,0.0002809882,0.00006375303,0.0008863868,0.0001769829,0.003685189],"category_scores_gemma":[0.0006582609,0.0003095703,0.0006229515,0.0004267217,0.00009389476,0.0002404377,0.0004768047,0.0004937124,0.0001570588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007874946,"about_ca_system_score_gemma":0.0003076113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005516973,"about_ca_topic_score_gemma":0.0003931836,"domain_scores_codex":[0.9956714,0.0007252552,0.001186382,0.0007336025,0.001194786,0.0004885821],"domain_scores_gemma":[0.9969995,0.0001986688,0.0007351737,0.0007722788,0.001010892,0.0002834701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001235148,0.01084195,0.3923365,0.0003258602,0.009457144,0.00008231596,0.4267393,0.002489875,0.0002735014,0.001607514,0.1089799,0.04563096],"study_design_scores_gemma":[0.01545914,0.002361628,0.0749525,0.001412271,0.002686429,0.00001277915,0.3277452,0.004585802,0.0007128373,0.002115258,0.5658253,0.002130801],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822657,0.0007108429,0.0003845499,0.003005686,0.00181688,0.001195007,0.000245242,0.00008966708,0.01028649],"genre_scores_gemma":[0.9956452,0.0003073241,0.0002280265,0.0007219971,0.0006690101,0.00023021,0.0001796824,0.00004424763,0.001974359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4568454,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09251493718921305,"score_gpt":0.3945303263697409,"score_spread":0.3020153891805278,"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."}}