{"id":"W3049475294","doi":"10.1016/j.xjtc.2020.08.033","title":"Commentary: Innovative strategies in lobar lung transplantation","year":2020,"lang":"en","type":"editorial","venue":"JTCVS Techniques","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lung transplantation; Transplantation; Cadaveric spasm; Surgery; Lobe; Lung; Pathology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004353937,0.0004264813,0.0008677122,0.0003862112,0.00004934208,0.00006508121,0.0001913795,0.0007912966,0.00004971349],"category_scores_gemma":[0.00009770995,0.0003857654,0.0001222591,0.0006621749,0.0000885377,0.0002462328,0.00001927255,0.001353601,0.000005385798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002385003,"about_ca_system_score_gemma":0.0004243971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005385432,"about_ca_topic_score_gemma":0.0001799646,"domain_scores_codex":[0.9977534,0.0001741838,0.000675018,0.0004896631,0.0006200425,0.000287673],"domain_scores_gemma":[0.998726,0.0004756578,0.0002129479,0.0002475555,0.0002526687,0.00008518907],"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":[0.0006315827,0.00008132755,0.001968852,0.002143396,0.0001077722,0.0004509855,0.001345057,2.183009e-7,0.001160394,0.0006494254,0.9884594,0.003001577],"study_design_scores_gemma":[0.002095762,0.0007212405,0.004633714,0.002479411,0.0004621468,0.00001989025,0.0004888479,0.00001321932,0.01797747,0.001297484,0.9691093,0.0007014943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.003529436,0.001929884,0.08958381,0.02815528,0.824293,0.009212436,0.004548105,0.004818629,0.03392942],"genre_scores_gemma":[0.00691329,0.008349737,0.2149636,0.005974943,0.743743,0.0006746005,0.0187635,0.0002857452,0.0003315336],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1253798,"threshold_uncertainty_score":0.9998595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485477462567266,"score_gpt":0.3642460557782657,"score_spread":0.349391281152593,"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."}}