{"id":"W2580566533","doi":"10.1111/hdi.12538","title":"Hypoproteinemia as a prognostic risk factor for arteriovenous fistula failure","year":2017,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hypoproteinemia; Medicine; Internal medicine; Hemodialysis; Arteriovenous fistula; Gastroenterology; Diabetes mellitus; Thrombosis; Risk factor; Surgery; Cardiology; Endocrinology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004209081,0.0002262361,0.0002520425,0.0006231646,0.0003143879,0.0004009704,0.0001874782,0.0003831649,0.002046787],"category_scores_gemma":[0.002084299,0.0001224632,0.0002492515,0.0004938481,0.0003050044,0.0003072242,0.0002248392,0.0004421318,0.0001704307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001477224,"about_ca_system_score_gemma":0.0003429291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007684983,"about_ca_topic_score_gemma":0.00053226,"domain_scores_codex":[0.9997678,0.00007043595,0.00002269213,0.00004335309,0.00004349576,0.00005219013],"domain_scores_gemma":[0.9984469,0.0004368341,0.0005768526,0.00004363788,0.0001180477,0.0003777343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069591,0.00001041335,0.9989655,0.000003204762,0.00001296598,0.0001042247,0.00001183902,0.00002510166,0.0001384341,0.000005373687,0.00002897738,0.0005870817],"study_design_scores_gemma":[0.000007153187,0.0001586903,0.9975515,0.000006498371,0.00003380781,0.001539978,0.00005995702,0.0003815932,0.0001090723,0.00004501928,0.0001027043,0.000003970201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999409,0.0002638823,0.0000887236,0.00004221323,0.000005994217,0.000002271261,0.00004715635,0.00000305245,0.0001377734],"genre_scores_gemma":[0.999806,0.00004133926,0.00005567831,0.000006497834,0.00001272974,0.000001815717,0.00004747508,5.121896e-7,0.00002796148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002046787,"threshold_uncertainty_score":0.006847203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03622635747488982,"score_gpt":0.3575572095939253,"score_spread":0.3213308521190354,"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."}}