{"id":"W4239221757","doi":"10.1007/s40472-015-0079-0","title":"Normothermic Ex Vivo Lung Perfusion in Clinical Lung Transplantation","year":2015,"lang":"en","type":"article","venue":"Current Transplantation Reports","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Ex vivo; Lung transplantation; Lung; Perfusion; In vivo; Transplantation; Surgery; Cardiology; Internal medicine; Biology","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":[0.001601573,0.000334463,0.0006083726,0.0003710909,0.00007159844,0.00003632421,0.00008542558,0.000220272,0.000168112],"category_scores_gemma":[0.0000672959,0.0003011065,0.0002611269,0.0004074663,0.00008076268,0.0003349431,0.000004933122,0.0004823312,0.00002040427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282817,"about_ca_system_score_gemma":0.0003591125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006861593,"about_ca_topic_score_gemma":0.0001185967,"domain_scores_codex":[0.9962818,0.0003001963,0.001654299,0.0006618456,0.0007071997,0.0003946494],"domain_scores_gemma":[0.9985184,0.0002156844,0.0003346534,0.0003503756,0.0001865824,0.0003942848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00123955,0.0004205063,0.9653516,0.001479394,0.00004085142,0.003105984,0.004028738,0.0001665557,0.001367502,0.0001137383,0.000561152,0.02212439],"study_design_scores_gemma":[0.007382264,0.000207503,0.9775944,0.001334402,0.0008992031,0.004286679,0.0001999566,0.00333952,0.002554554,0.0002008397,0.001469102,0.0005316272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484357,0.001464664,0.04361867,0.0002924425,0.002582405,0.001086178,0.00004742908,0.0001879796,0.002284486],"genre_scores_gemma":[0.9888247,0.006226126,0.003287925,0.0001881214,0.0003169109,0.00005255665,0.0008471188,0.0000523,0.0002042084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04038899,"threshold_uncertainty_score":0.9999441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07154896400207189,"score_gpt":0.414482051537315,"score_spread":0.3429330875352431,"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."}}