{"id":"W2119945812","doi":"10.1016/j.healun.2015.01.204","title":"Timing of Ventricular Assist Device Insertion on Post-Transplant Outcomes: An Analysis of the UNOS Database","year":2015,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Medicine; Cohort; Ventricular assist device; Internal medicine; Cardiology; Retrospective cohort study; Creatinine; Surgery; Database; Heart failure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00106157,0.0003445579,0.0007823905,0.002035747,0.0003360661,0.001194243,0.0006306806,0.0005541885,0.002111922],"category_scores_gemma":[0.005783574,0.0002809804,0.001262556,0.004581537,0.0002660359,0.001307581,0.0009475152,0.0008315896,0.0002520391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005633126,"about_ca_system_score_gemma":0.0006184823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005107571,"about_ca_topic_score_gemma":0.007828001,"domain_scores_codex":[0.9984559,0.0002824231,0.0003223958,0.0003954164,0.0002371582,0.0003066024],"domain_scores_gemma":[0.9926327,0.001780924,0.004080089,0.0004134378,0.0004371596,0.0006557738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000446965,0.00003485849,0.9973226,0.00003322441,0.0002165176,0.00006096469,0.00004307356,0.00008856058,0.00006835977,0.00003511142,0.000305089,0.001344691],"study_design_scores_gemma":[0.00001683883,0.00008202299,0.9984251,0.00003021137,0.0001630497,0.000231846,0.0003011824,0.0003426382,0.00005565016,0.00003678276,0.0003066451,0.000008115306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934863,0.001109631,0.00007650797,0.00006906055,0.00001519631,0.00000892249,0.004681547,0.000005594462,0.0005472416],"genre_scores_gemma":[0.9936946,0.0005119893,0.00008786945,0.00005114242,0.00002706772,0.00001250388,0.00549846,0.000009218791,0.0001071395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005107571,"threshold_uncertainty_score":0.01015568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02869855651707997,"score_gpt":0.2716766963203602,"score_spread":0.2429781398032802,"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."}}