{"id":"W4366351899","doi":"10.1097/sla.0000000000005887","title":"Evaluating the Impact of Ex Vivo Lung Perfusion on Organ Transplantation","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Ontario; University Health Network; University of Toronto; Toronto General Hospital; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"Canadian Institutes of Health Research; Physicians' Services Incorporated Foundation","keywords":"Medicine; Organ donation; Transplantation; Lung transplantation; Hazard ratio; Retrospective cohort study; Lung; Surgery; Internal medicine; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004613332,0.0002952717,0.0003588615,0.0003721492,0.0002264603,0.00126029,0.0005244938,0.0002412919,0.001557323],"category_scores_gemma":[0.005009935,0.0001588916,0.000409644,0.0005649765,0.000611869,0.0005419684,0.0004933733,0.0004259806,0.0001549841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002015329,"about_ca_system_score_gemma":0.00207442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02174794,"about_ca_topic_score_gemma":0.03081645,"domain_scores_codex":[0.9984317,0.0005856815,0.00007540482,0.0001653303,0.0005455893,0.0001961114],"domain_scores_gemma":[0.9937142,0.002011103,0.002518609,0.0006385436,0.0007077879,0.0004098423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001910718,0.0001442814,0.9809915,0.0001372285,0.0002835581,0.0001146547,0.00006207365,0.001047511,0.004371496,0.0001087952,0.0002118543,0.01061615],"study_design_scores_gemma":[0.00002889105,0.001272314,0.9917848,0.00002657401,0.0002012999,0.0002583441,0.00007016313,0.002088423,0.003307057,0.00005760167,0.0008958698,0.000008805477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961611,0.001221172,0.001324644,0.00009037933,0.000008552802,0.0000317614,0.0004851959,0.0000108675,0.0006662787],"genre_scores_gemma":[0.9985216,0.0003359726,0.0003882159,0.00005100411,0.00001286868,0.00001674672,0.0004703814,0.000004435713,0.0001987551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02174794,"threshold_uncertainty_score":0.04324269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4485088929251266,"score_gpt":0.5197879271675526,"score_spread":0.07127903424242604,"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."}}