{"id":"W4415217717","doi":"10.1016/j.jhlto.2025.100409","title":"Pretransplant screening for infections in lung and heart transplant candidates","year":2025,"lang":"en","type":"review","venue":"JHLT Open","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Lung; Lung transplantation; Disease; Solid organ; Infectious disease (medical specialty); Heart-Lung Transplantation; Transplantation; Organ 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005013086,0.0003116937,0.001718354,0.000333615,0.0001055799,0.00008585249,0.0001664598,0.0002509608,0.00003701874],"category_scores_gemma":[0.0000410194,0.0002396689,0.0002525177,0.0002955652,0.00003051881,0.000112242,0.0000271344,0.0003382755,0.00000185169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004908802,"about_ca_system_score_gemma":0.0003797559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006288062,"about_ca_topic_score_gemma":0.0006969176,"domain_scores_codex":[0.9985099,0.0001333671,0.0005599521,0.0004261368,0.0001022998,0.0002683496],"domain_scores_gemma":[0.9987649,0.0007980074,0.00008371272,0.0002198006,0.00002721063,0.0001063483],"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":[0.0002491021,0.0001362465,0.0132739,0.1832395,0.0005798668,0.00007453166,0.0004199768,0.000001943515,0.000003668117,0.0008076505,0.0004562357,0.8007574],"study_design_scores_gemma":[0.002271377,0.0001454514,0.003460915,0.08314686,0.003360103,0.0003773104,0.00001504603,0.00006244977,0.000005128729,0.00004027304,0.9067544,0.0003606319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002778423,0.9845458,0.007890902,0.0002309614,0.0001933555,0.004947258,0.0009755992,0.00003529364,0.00115307],"genre_scores_gemma":[0.00004992818,0.9841064,0.01302174,0.0001552141,0.00006459107,0.0007440739,0.0007712268,0.00003422083,0.001052661],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9062982,"threshold_uncertainty_score":0.9773413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08451200412561191,"score_gpt":0.4558754634726343,"score_spread":0.3713634593470224,"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."}}