{"id":"W2097812320","doi":"10.1016/s0140-6736(15)60614-6","title":"Donor heart preservation: straight up, or on the rocks?","year":2015,"lang":"en","type":"letter","venue":"The Lancet","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Heart transplantation; Medicine; Transplantation; Heart transplants; Cardiology; Lung transplantation; Internal medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007006055,0.0002287096,0.0006004447,0.0000362878,0.0001157549,0.00005853059,0.0004121751,0.0002620833,0.001278011],"category_scores_gemma":[0.0001645094,0.00008835006,0.0001156611,0.0001283472,0.00006954593,0.0000501966,0.00002326761,0.001372071,0.0002069006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003570942,"about_ca_system_score_gemma":0.0001499512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005222401,"about_ca_topic_score_gemma":0.00002976761,"domain_scores_codex":[0.9984303,0.0002867757,0.0002314899,0.0002292908,0.0005155551,0.0003066212],"domain_scores_gemma":[0.9978313,0.0009359131,0.00009870488,0.001001801,0.00009045161,0.00004185785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003910825,0.000007592015,0.0006789022,0.0001700227,0.00009004386,0.0000578419,0.0002928249,0.000002478594,0.00001015403,0.0002138486,0.9977881,0.0002971217],"study_design_scores_gemma":[0.001076759,0.0001356121,0.007392903,0.0002302329,0.0001771926,0.00007837,0.00002503489,0.00001099025,0.0000939376,0.0007728077,0.9898787,0.0001274743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008198295,0.000177773,0.0002091684,0.9814304,0.0008140436,0.0006015383,0.0001602861,0.00008723835,0.01569976],"genre_scores_gemma":[0.0003461763,0.0001154303,0.001306866,0.8923473,0.02082168,0.00006866544,0.0002850934,0.00004247178,0.08466636],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08908311,"threshold_uncertainty_score":0.999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1984854239220528,"score_gpt":0.3779646536148086,"score_spread":0.1794792296927558,"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."}}