{"id":"W2887556920","doi":"10.1038/s41596-018-0019-4","title":"Pig lung transplant survival model","year":2018,"lang":"en","type":"article","venue":"Nature Protocols","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; Toronto Rehabilitation Institute; Vale (Canada); University of Toronto; University Health Network","funders":"","keywords":"Medicine; Lung transplantation; Lung; Transplantation; Organ transplantation; Surgery; Intensive care medicine; 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":[0.0003681866,0.0001717024,0.0003060251,0.00007606985,0.00009216303,0.00002198423,0.000122733,0.0003517074,0.0001405192],"category_scores_gemma":[0.00003604128,0.000125085,0.0001164234,0.0001615831,0.00006993594,0.00007843256,0.000007974374,0.0005808782,0.00003113524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003049528,"about_ca_system_score_gemma":0.0001229269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005839195,"about_ca_topic_score_gemma":0.00002056131,"domain_scores_codex":[0.9987998,0.00005989494,0.00023055,0.0002780907,0.0003653383,0.0002663327],"domain_scores_gemma":[0.9993154,0.00007060888,0.00004871743,0.0002832975,0.0001478113,0.000134198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01630698,0.001382925,0.6933339,0.006384027,0.0008691795,0.0006420205,0.008307859,0.00008841381,0.1236683,0.09323743,0.01503329,0.04074572],"study_design_scores_gemma":[0.0340214,0.003058955,0.47858,0.004796102,0.001231673,0.000740197,0.000139716,0.05147947,0.2802169,0.01153899,0.1319179,0.002278781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06072884,0.000409954,0.4294563,0.008821837,0.001422037,0.3806399,0.0003764234,0.001278695,0.116866],"genre_scores_gemma":[0.7724578,0.00001440052,0.160334,0.003673837,0.001596264,0.05769688,0.00007650405,0.00008469828,0.004065579],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.711729,"threshold_uncertainty_score":0.5100818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0399097039479354,"score_gpt":0.4279149146766206,"score_spread":0.3880052107286852,"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."}}