{"id":"W3048226865","doi":"10.1016/j.xjon.2020.08.004","title":"Commentary: Organ ARCs: Assessment and repair centers in transplantation as gateways to meaningful therapeutic interventions","year":2020,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Organ transplantation; Lung transplantation; Ex vivo; Transplantation; Organ donation; Medicine; Organ culture; Lung; General surgery; Surgery; In vivo; Biology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00853394,0.002304544,0.002678681,0.00165648,0.006046511,0.005456076,0.007695247,0.06984708,0.01328048],"category_scores_gemma":[0.04914739,0.001520115,0.0023855,0.001818622,0.009950751,0.01210903,0.003298129,0.08868848,0.01225891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01039078,"about_ca_system_score_gemma":0.0123702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.023707,"about_ca_topic_score_gemma":0.02131429,"domain_scores_codex":[0.9935843,0.001953836,0.0005758873,0.001184949,0.00198761,0.0007134065],"domain_scores_gemma":[0.9636877,0.02373584,0.00121706,0.0006571549,0.007359491,0.003342828],"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":[0.00002348507,0.000004733113,0.0000221012,0.00009557135,0.000005938477,0.00009921608,0.0001060671,0.00001878152,0.00003055868,0.0009761776,0.9970658,0.001551522],"study_design_scores_gemma":[0.0001284374,0.00005192739,0.0003459456,0.001144592,0.00004223128,0.0006553312,0.000860667,0.0001479504,0.0002326343,0.007118694,0.9891722,0.00009933134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007177096,0.002557526,0.00007431854,0.9340618,0.06238101,0.00001225236,0.0000712848,0.00003201181,0.0007381144],"genre_scores_gemma":[0.000885287,0.001954299,0.00009891058,0.9319497,0.06218504,0.00003656534,0.00002348633,0.00002767699,0.002839069],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06984708,"threshold_uncertainty_score":0.07539082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05559660498464795,"score_gpt":0.4391056405354115,"score_spread":0.3835090355507635,"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."}}