{"id":"W4409652196","doi":"10.1097/tp.0000000000005415","title":"Direct Procurement and Perfusion Using Hypothermic Oxygenated Perfusion for DCD Cardiac Allografts in North America","year":2025,"lang":"en","type":"article","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Perfusion; Transplantation; Machine perfusion; Surgery; Cardiac function curve; Cardiology; Heart failure; Liver transplantation","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":[0.001235696,0.0003037702,0.0001924136,0.0003862029,0.0006622539,0.0006407241,0.0004743139,0.0003345805,0.001463794],"category_scores_gemma":[0.001055502,0.000157467,0.000209484,0.0003560012,0.0008820936,0.0003486824,0.0008840545,0.0005383683,0.0003072075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007870031,"about_ca_system_score_gemma":0.0009003399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442825,"about_ca_topic_score_gemma":0.004504765,"domain_scores_codex":[0.999498,0.0001868836,0.00006411957,0.00009633394,0.00007859699,0.00007598211],"domain_scores_gemma":[0.9990215,0.0002962163,0.0001698884,0.0001385209,0.000142081,0.0002316872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002044697,0.003819966,0.6018771,0.0007870105,0.0002486519,0.01992556,0.009641127,0.001578102,0.08925667,0.001088417,0.002339893,0.2673928],"study_design_scores_gemma":[0.0006808547,0.01434188,0.7795331,0.0006754256,0.0002925766,0.1306367,0.006348277,0.002730672,0.03733044,0.0009537725,0.026357,0.0001191949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945112,0.001634812,0.00195848,0.0002003797,0.00001728435,0.00005317191,0.00002743058,0.00001558171,0.0015815],"genre_scores_gemma":[0.994405,0.001925385,0.002907719,0.000245897,0.00003377843,0.00004965843,0.0001057994,0.00001131255,0.0003154831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001463794,"threshold_uncertainty_score":0.006535053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02460951097156027,"score_gpt":0.3147821091029465,"score_spread":0.2901725981313862,"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."}}