{"id":"W2607074289","doi":"10.1007/s40472-017-0145-x","title":"Ex Vivo Lung Perfusion","year":2017,"lang":"en","type":"article","venue":"Current Transplantation Reports","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Lung transplantation; Transplantation; Lung; Intensive care medicine; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003279063,0.0001877336,0.0002911409,0.0001038611,0.0004120442,0.00008656594,0.00008611524,0.00008185461,0.0003997085],"category_scores_gemma":[0.00005074476,0.0001586576,0.0001672393,0.00004691803,0.00007435285,0.0002635588,0.000007613309,0.0001923255,0.00001915839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002939555,"about_ca_system_score_gemma":0.00009282976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003696453,"about_ca_topic_score_gemma":0.00001738365,"domain_scores_codex":[0.9984873,0.0000382039,0.000476361,0.00037249,0.0003992771,0.0002263758],"domain_scores_gemma":[0.9987833,0.00005084197,0.0003004108,0.0005831918,0.0001094285,0.0001728611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003196618,0.0001954877,0.9212534,0.001539045,0.00005445788,0.002891978,0.001508895,0.00001075434,0.01460967,0.000541765,0.0009005429,0.05617435],"study_design_scores_gemma":[0.00154218,0.00005510688,0.9653785,0.0006918467,0.0005634096,0.002655857,0.00003263701,0.0001858627,0.01846487,0.0001907389,0.00997727,0.0002617477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528454,0.0008888309,0.03157721,0.000751622,0.003331258,0.0006552932,0.00003783732,0.0001789471,0.009733629],"genre_scores_gemma":[0.9927832,0.002682532,0.003251615,0.00008047056,0.000272812,0.0000221514,0.0002211951,0.00002482278,0.000661222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0559126,"threshold_uncertainty_score":0.646987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04308722228240001,"score_gpt":0.3858870213927675,"score_spread":0.3427997991103675,"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."}}