{"id":"W4226204080","doi":"10.1016/j.healun.2022.01.301","title":"Poke Not Prod: First Canadian Experience Using Donor-Derived Cell Free DNA to Replace Endomyocardial Biopsy During COVID-19","year":2022,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Endomyocardial biopsy; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); DNA; 2019-20 coronavirus outbreak; Biopsy; Virology; Medicine; Computational biology; Chemistry; Radiology; Internal medicine; Biology; Biochemistry; Outbreak","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":[0.001360466,0.0008311215,0.0005068125,0.0005253066,0.003427747,0.002291162,0.001148739,0.00094698,0.004941508],"category_scores_gemma":[0.002552488,0.0002589681,0.0005913196,0.0009023022,0.00126478,0.0005693022,0.000999089,0.001956501,0.0015131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008843777,"about_ca_system_score_gemma":0.01910621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5523503,"about_ca_topic_score_gemma":0.7204697,"domain_scores_codex":[0.9991783,0.00009342525,0.00002720723,0.0001213793,0.0002701537,0.0003095597],"domain_scores_gemma":[0.9984584,0.0001995885,0.00009216158,0.0001288576,0.0003690473,0.0007519466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007245415,0.004359141,0.1501719,0.001148459,0.0004099745,0.04587927,0.01176197,0.001330895,0.03837213,0.00444313,0.0379586,0.6969191],"study_design_scores_gemma":[0.001769337,0.0147824,0.3516589,0.001644096,0.0009593803,0.1080945,0.01236511,0.003587374,0.05375842,0.002493376,0.4482555,0.0006318112],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8786243,0.01763512,0.01583861,0.01033177,0.001516914,0.001032942,0.002307024,0.0005582705,0.0721551],"genre_scores_gemma":[0.940634,0.009516905,0.009357513,0.004616112,0.0002388962,0.0001241548,0.001905661,0.0005087593,0.03309811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4476497,"threshold_uncertainty_score":0.9005721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02956098005029666,"score_gpt":0.3103426295011246,"score_spread":0.2807816494508279,"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."}}