{"id":"W4213360159","doi":"10.1016/j.xjtc.2022.02.004","title":"Commentary: Crossing the Rubicon—pre-emptive recipient bilateral pneumonectomy and delayed lung transplantation","year":2022,"lang":"en","type":"letter","venue":"JTCVS Techniques","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pneumonectomy; Medicine; Lung transplantation; Surgery; Lung; Transplantation; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005979289,0.000446181,0.0006307336,0.0002620794,0.0006117741,0.0001859935,0.0002071693,0.0004213823,0.0002007794],"category_scores_gemma":[0.00001369355,0.0003131882,0.0002255422,0.0001976035,0.0002626235,0.0001449961,0.00005165102,0.001994534,0.000001223091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002278905,"about_ca_system_score_gemma":0.00007941937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007152563,"about_ca_topic_score_gemma":0.00002791206,"domain_scores_codex":[0.997575,0.0004288192,0.0005399054,0.0005452457,0.0005172956,0.0003937577],"domain_scores_gemma":[0.9986415,0.0005575483,0.0002419791,0.0004270791,0.00006652634,0.00006536642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001560246,0.00009268864,0.01339891,0.001642829,0.0007400213,0.002219942,0.01195591,0.000001104423,0.005748437,0.00006718725,0.9477077,0.014865],"study_design_scores_gemma":[0.001325278,0.0008397422,0.02178171,0.0007581049,0.001816214,0.001288414,0.0001632527,0.00007082506,0.01342586,0.0004470625,0.957359,0.0007245329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08872121,0.001000482,0.007673825,0.8955417,0.000673313,0.003356795,0.0008893187,0.000979766,0.001163651],"genre_scores_gemma":[0.01780315,0.002434995,0.03371357,0.938147,0.001765109,0.0008257762,0.003982785,0.0001790909,0.001148515],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07091806,"threshold_uncertainty_score":0.999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740908687159833,"score_gpt":0.3257709824434338,"score_spread":0.3083618955718355,"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."}}