{"id":"W4296242316","doi":"10.1016/j.healun.2022.09.006","title":"Remote ex vivo lung perfusion at a centralized evaluation facility","year":2022,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Medicine; Lung transplantation; Transplantation; Perfusion; Lung; Ex vivo; Surgery; Emergency medicine; Internal medicine; In vivo","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002681112,0.000456814,0.0004314049,0.000328662,0.0003895584,0.0005864864,0.0005846836,0.0003981744,0.004224376],"category_scores_gemma":[0.001591024,0.0001827257,0.0003388445,0.00025899,0.0009895387,0.0005508618,0.0009104845,0.0004825826,0.0003794274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005674474,"about_ca_system_score_gemma":0.001132236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004464894,"about_ca_topic_score_gemma":0.0004992076,"domain_scores_codex":[0.997978,0.0008724459,0.0001219737,0.000498422,0.000340499,0.0001886388],"domain_scores_gemma":[0.9974304,0.0005176699,0.0009614544,0.0004046056,0.0002753108,0.0004106479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02234613,0.006872606,0.6420959,0.0006933792,0.0003358943,0.001230134,0.0003847104,0.003538644,0.2098318,0.0008958658,0.001492702,0.1102823],"study_design_scores_gemma":[0.002938883,0.08497375,0.7871088,0.0002135095,0.0005146626,0.006771561,0.0006533708,0.008981484,0.1015555,0.0004577677,0.005742139,0.00008853601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921073,0.0003494906,0.006374528,0.00005711924,0.00001774287,0.0002194538,0.00009681754,0.00006459046,0.000712922],"genre_scores_gemma":[0.9966871,0.00008383297,0.002657036,0.00005689695,0.00003502549,0.0001783924,0.0001423693,0.000005274173,0.0001541195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004224376,"threshold_uncertainty_score":0.01417923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873486953559397,"score_gpt":0.3389112988915261,"score_spread":0.3101764293559321,"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."}}