{"id":"W4414002139","doi":"10.1016/j.jtcvs.2025.08.036","title":"One thousand cases of ex vivo lung perfusion for lung transplantation: A single-center experience","year":2025,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Lung transplantation; Ex vivo; Lung; Medicine; Transplantation; Perfusion; Internal medicine; In vivo; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009830138,0.0008267621,0.0007516433,0.001293698,0.001491167,0.001410602,0.001233944,0.001223136,0.003216382],"category_scores_gemma":[0.002530193,0.0006521673,0.001205097,0.001047257,0.0009672458,0.0009899348,0.001265025,0.001147149,0.001170072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008650016,"about_ca_system_score_gemma":0.0008152712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006276907,"about_ca_topic_score_gemma":0.0009696924,"domain_scores_codex":[0.9989462,0.0001912541,0.0001729948,0.0002568283,0.0002317965,0.0002008283],"domain_scores_gemma":[0.997858,0.0005750482,0.0003584735,0.0003967987,0.0001558572,0.0006558222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001404479,0.003441865,0.8139763,0.0003212938,0.0003292689,0.09986322,0.00228608,0.001514701,0.009333236,0.0005568853,0.001933389,0.06503923],"study_design_scores_gemma":[0.0002128813,0.005616875,0.632996,0.0002298164,0.0002801533,0.3392182,0.004705332,0.003028309,0.008266908,0.0006299075,0.004580715,0.0002350273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960207,0.001186788,0.001570431,0.00009202192,0.00003011115,0.00005302138,0.0001755413,0.00003931207,0.0008319346],"genre_scores_gemma":[0.9965889,0.0009187873,0.001080691,0.0001306935,0.00006395819,0.00003376872,0.0005462088,0.0000310671,0.000605847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003216382,"threshold_uncertainty_score":0.01075989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03824662068512192,"score_gpt":0.3394977367247448,"score_spread":0.3012511160396229,"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."}}