{"id":"W4413324813","doi":"10.1016/j.healun.2025.08.002","title":"Differential outcomes of ISHLT PGD 3 after ex-vivo lung perfusion compared to PGD 3 after direct transplantation","year":2025,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Lung transplantation; Medicine; Ex vivo; Transplantation; 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":[0.0007913961,0.0002415714,0.0009304778,0.0002368671,0.0002130246,0.001099752,0.0002883072,0.0003658979,0.00256341],"category_scores_gemma":[0.0007823767,0.00006384832,0.0005496696,0.0002624119,0.000644433,0.0004961151,0.0003828466,0.001020471,0.0004497165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003722338,"about_ca_system_score_gemma":0.0004395301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003524759,"about_ca_topic_score_gemma":0.0005122181,"domain_scores_codex":[0.9996554,0.00005021139,0.00002316018,0.0000646721,0.00009568095,0.0001109125],"domain_scores_gemma":[0.9993194,0.0001626036,0.000166987,0.00009976328,0.00006405256,0.0001870514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.2049435,0.008113803,0.215237,0.001004577,0.000928287,0.003499321,0.001007268,0.002246805,0.3025833,0.001504389,0.002428157,0.2565036],"study_design_scores_gemma":[0.001727096,0.1390573,0.6723562,0.0003263147,0.001724593,0.004533846,0.001689044,0.004072038,0.1649182,0.001494187,0.007969637,0.0001315715],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996882,0.0009193007,0.000805737,0.00005815076,0.00006287434,0.00002578048,0.0002034574,0.0000285402,0.001014225],"genre_scores_gemma":[0.9982438,0.0003473892,0.0002243834,0.00005985679,0.00003198957,0.00003417921,0.000409368,0.00000736179,0.000641619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00256341,"threshold_uncertainty_score":0.008575499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009551380225403848,"score_gpt":0.3077198597998443,"score_spread":0.2981684795744405,"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."}}