{"id":"W4400218993","doi":"10.1097/tp.0000000000005113","title":"Rejection Surveillance After Heart Transplantation: Is Paired Noninvasive Testing the New Gold Standard?","year":2024,"lang":"en","type":"review","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ted Rogers Centre for Heart Research; University of Toronto","funders":"","keywords":"Endomyocardial biopsy; Medicine; Heart transplantation; Gold standard (test); Transplantation; Intensive care medicine; Operationalization; Biopsy; Surgery; Pathology; Internal medicine","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":[0.004791402,0.0007088472,0.003187243,0.002641676,0.0002475962,0.001780496,0.001731392,0.00193794,0.002058873],"category_scores_gemma":[0.01019271,0.000292084,0.001518934,0.0024653,0.0009445029,0.002475308,0.0008650305,0.002480372,0.0007602503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009132822,"about_ca_system_score_gemma":0.002469355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001919866,"about_ca_topic_score_gemma":0.002605684,"domain_scores_codex":[0.9980295,0.0006342134,0.0004459155,0.0002242131,0.0005706312,0.00009552087],"domain_scores_gemma":[0.9941325,0.003917415,0.0007238059,0.0001342498,0.0009667994,0.0001252184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001372704,0.00003735363,0.0004921308,0.04379601,0.0004251762,0.00007174932,0.00007249102,0.0001643384,0.0001901995,0.00206425,0.0147798,0.9377692],"study_design_scores_gemma":[0.0001382758,0.0004037568,0.006523328,0.1347113,0.002645866,0.002545,0.0003829511,0.0002973047,0.0004858713,0.007789247,0.843979,0.00009804266],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004324845,0.9991769,0.00005063166,0.0004306815,0.0001269541,0.000002722504,0.000009133219,0.00000246918,0.0001571995],"genre_scores_gemma":[0.0007858082,0.9985046,0.0001287207,0.0003164159,0.000183229,0.000005876612,0.00002147443,0.000001347861,0.00005254082],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004791402,"threshold_uncertainty_score":0.02533972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08173633352999995,"score_gpt":0.3688187665229545,"score_spread":0.2870824329929546,"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."}}