{"id":"W4240932329","doi":"10.1053/j.semtcvs.2004.09.012","title":"Lung preservation","year":2004,"lang":"en","type":"review","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Lung transplantation; Lung; Reperfusion injury; Transplantation; Ischemia; Surgery; Intensive care medicine; Cardiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002626452,0.000413955,0.003204229,0.0004794618,0.00005743438,0.00003131068,0.00007944594,0.0004648454,0.00002246124],"category_scores_gemma":[0.0001876861,0.0003363178,0.002399703,0.0005916917,0.00007088338,0.0001392948,0.00003593703,0.0004847913,0.000008013412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001257803,"about_ca_system_score_gemma":0.0004288752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003632321,"about_ca_topic_score_gemma":0.000001517757,"domain_scores_codex":[0.9974451,0.0004810202,0.000694513,0.0005689266,0.0004835846,0.0003268694],"domain_scores_gemma":[0.9984686,0.0005835139,0.0001265084,0.0006455408,0.00004741786,0.000128399],"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":[0.00001808764,0.00002214326,0.001476553,0.06372838,0.000986672,0.0006511941,0.00007282747,0.000003649131,4.263762e-8,0.00002634592,0.00007933858,0.9329348],"study_design_scores_gemma":[0.0002147651,0.00001383097,0.0008274036,0.09567818,0.006508778,0.001211757,0.000046289,0.000003790741,0.000002801836,0.00008329213,0.8949667,0.0004424471],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009064533,0.9964244,0.001730543,0.00001766052,0.0003826953,0.0007552426,0.00001840767,0.00005784459,0.0005225599],"genre_scores_gemma":[0.00003231005,0.9964066,0.002511375,0.00002739865,0.0002007687,0.0001274283,0.0002910795,0.00006942045,0.0003336184],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9324923,"threshold_uncertainty_score":0.9999089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06169875362122488,"score_gpt":0.3788481719015936,"score_spread":0.3171494182803687,"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."}}