{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002704769,0.0001057211,0.0002404338,0.00009862964,0.0003922069,0.00001144504,0.00005563698,0.00003422443,0.0007345874],"category_scores_gemma":[0.0000203483,0.00007114194,0.0001080182,0.0001250299,0.00003642289,0.000110628,0.00000828502,0.0002634453,0.000001362928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001027506,"about_ca_system_score_gemma":0.00009060783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005872113,"about_ca_topic_score_gemma":0.00001914292,"domain_scores_codex":[0.9979684,0.000704078,0.00040051,0.0001008561,0.0006819738,0.0001441424],"domain_scores_gemma":[0.9993005,0.0002494591,0.0001541412,0.0001048047,0.0001084444,0.0000826082],"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":[0.03323257,0.0002661107,0.1560035,0.001517593,0.0003934049,0.0001450991,0.05865971,0.00279649,0.721989,0.000105123,0.002849006,0.02204244],"study_design_scores_gemma":[0.01895582,0.001218461,0.8818961,0.0003965026,0.006537781,0.01496894,0.002509728,0.03851107,0.02785319,0.000308711,0.006456916,0.000386715],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895148,0.001704141,0.005117266,0.002750859,0.0002819226,0.000426449,0.00004497265,0.00001208638,0.0001475398],"genre_scores_gemma":[0.9954377,0.001927326,0.002005151,0.0003214528,0.000068231,0.000002095795,0.00005590426,0.000007884835,0.0001741873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7258927,"threshold_uncertainty_score":0.8043216,"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."}}