{"id":"W2950999382","doi":"10.1093/ndt/gfz103.sp640","title":"SP640Medical and psychosocial factors for mortality in hemodialysis patients","year":2019,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Psychosocial; Intensive care medicine; Internal medicine; Family medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004485503,0.0001839588,0.0002291639,0.0005134512,0.0003243725,0.000373203,0.0001398009,0.0002227107,0.004091834],"category_scores_gemma":[0.001238406,0.00006662974,0.0003244238,0.0005779694,0.0001665471,0.0002058162,0.0002933935,0.0004462624,0.0002679752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001849046,"about_ca_system_score_gemma":0.0003203939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001229859,"about_ca_topic_score_gemma":0.001136199,"domain_scores_codex":[0.999768,0.00006977547,0.00003316679,0.00002606866,0.00006589911,0.00003712022],"domain_scores_gemma":[0.9991224,0.0001740967,0.0003611794,0.00001929347,0.0001005142,0.0002224962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004564001,0.00003386823,0.9976496,0.0000239903,0.00002999595,0.00003035071,0.00002422548,0.0000201071,0.00005078825,0.000007953973,0.0001739415,0.001909426],"study_design_scores_gemma":[0.00000411554,0.00009812467,0.9993148,0.00001423259,0.00001624693,0.0001496702,0.00005492214,0.00007061362,0.00001907062,0.00002731021,0.0002293065,0.000001651888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995905,0.001786762,0.0000850977,0.0002534227,0.00002334489,0.00001328404,0.0007308305,0.000006411194,0.001195659],"genre_scores_gemma":[0.9989049,0.0003258658,0.00008410899,0.00004692442,0.00003647934,0.00001001184,0.0003987372,8.631075e-7,0.0001920215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004091834,"threshold_uncertainty_score":0.0136885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248856758719662,"score_gpt":0.2751167221636668,"score_spread":0.2626281545764702,"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."}}