{"id":"W4404522679","doi":"10.34067/kid.0000000650","title":"Prospective Analysis of Arteriovenous Fistula Performance in the Context of Competing Risks","year":2024,"lang":"en","type":"article","venue":"Kidney360","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"University Hospital Foundation","keywords":"Medicine; Context (archaeology); Arteriovenous fistula; Hemodialysis; Observational study; Prospective cohort study; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008702618,0.0001023143,0.0004596963,0.000279693,0.0001531053,0.000007730305,0.0001838552,0.00007735108,0.0002427631],"category_scores_gemma":[0.00008084598,0.00006873384,0.0002239091,0.001172244,0.00007488004,0.00005262073,0.00003979656,0.0003617831,0.00002332621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009590561,"about_ca_system_score_gemma":0.0001574149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000992575,"about_ca_topic_score_gemma":0.0006408822,"domain_scores_codex":[0.9985496,0.0002250184,0.0005404481,0.0001924792,0.0002166552,0.0002757985],"domain_scores_gemma":[0.9990088,0.0004262484,0.0001638224,0.0002755884,0.00008086881,0.00004463254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007742658,0.0002571903,0.8306861,0.0006976953,0.000864982,0.00001028297,0.1572304,0.00008757979,0.001015528,0.002352491,0.0005050286,0.006215306],"study_design_scores_gemma":[0.000490563,0.0001748396,0.956717,0.0004985339,0.001072354,0.000001064745,0.02048146,0.01415425,0.000277599,0.0001189541,0.005867302,0.000146056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906555,0.0003971402,0.00005266365,0.0004716624,0.0001611647,0.0004369949,0.0001220534,0.0000212693,0.007681523],"genre_scores_gemma":[0.9992828,0.0001274774,0.00004605237,0.0002767397,0.00005591401,0.00004532253,0.0000314271,0.00001023299,0.0001239793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1367489,"threshold_uncertainty_score":0.2802885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04577664010909951,"score_gpt":0.3663550482744317,"score_spread":0.3205784081653321,"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."}}