{"id":"W4405938442","doi":"10.3390/life15010037","title":"Donor Lungs’ Procurement Implementation with Ex Vivo Lung Perfusion in a Low-Volume Lung Transplant Center","year":2024,"lang":"en","type":"article","venue":"Life","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministero della Salute","keywords":"Medicine; Lung; Lung transplantation; Sepsis; Perfusion; Transplantation; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000273078,0.0001869345,0.0002547056,0.0001856042,0.00004655308,0.00005049802,0.00005649433,0.00006096786,0.00086266],"category_scores_gemma":[0.000004922878,0.0001343919,0.0000766439,0.0002406473,0.00002060443,0.0001566681,0.000007735608,0.0001903145,0.00001995577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001203411,"about_ca_system_score_gemma":0.0001516012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001705969,"about_ca_topic_score_gemma":0.0003389021,"domain_scores_codex":[0.9986003,0.00006036295,0.0003606604,0.0003371975,0.0003503142,0.000291155],"domain_scores_gemma":[0.9996052,0.00004425778,0.00003704585,0.0001411824,0.00003333069,0.0001389641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007708567,0.0001678702,0.9731811,0.003104604,0.0001380912,0.0003977344,0.01008701,0.00002025934,0.00612208,0.0003818847,0.001775089,0.003853429],"study_design_scores_gemma":[0.01142525,0.0006962849,0.9380543,0.005846283,0.0009377102,0.0002953197,0.002203193,0.01552016,0.01162911,0.00003390975,0.01265282,0.0007056994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779378,0.0008392149,0.01517016,0.003414363,0.0003549284,0.001219585,0.00008842409,0.0001407641,0.0008347438],"genre_scores_gemma":[0.9927918,0.0002756083,0.004834031,0.0008129011,0.0002012027,0.00008692396,0.0001890353,0.00003650017,0.0007720536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03512683,"threshold_uncertainty_score":0.9445522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01351059453559442,"score_gpt":0.322855008134442,"score_spread":0.3093444135988476,"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."}}