{"id":"W3013259182","doi":"10.1001/jamasurg.2020.0049","title":"Should All Donors Be Treated by Ex Vivo Lung Perfusion?—Reply","year":2020,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; Psychiatry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004105424,0.0006305053,0.001520662,0.0003218584,0.0000952156,0.00009620682,0.0001757566,0.0010039,0.002357488],"category_scores_gemma":[0.0003090141,0.0005133817,0.0008004573,0.0003422834,0.00008682498,0.0001295906,0.00003721993,0.00216623,0.00008636211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210542,"about_ca_system_score_gemma":0.0002179739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006021193,"about_ca_topic_score_gemma":0.000006048403,"domain_scores_codex":[0.9965653,0.0003537207,0.0008211624,0.0008223586,0.0007985884,0.0006388438],"domain_scores_gemma":[0.9962109,0.002525944,0.0002787907,0.0005920466,0.0001165867,0.0002757196],"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":[0.0002091912,0.00003534562,0.04303328,0.0008298544,0.0003058353,0.005263607,0.0002492229,1.634772e-7,0.001146029,0.000001227555,0.9466825,0.002243798],"study_design_scores_gemma":[0.0007422526,0.00004306947,0.004522712,0.0004149114,0.000889433,0.0001728816,0.00002446185,0.00003489094,0.00181326,0.000008057823,0.9907978,0.0005363203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01459336,0.001128203,0.0001937308,0.9783862,0.001347179,0.0005231886,0.0006719086,0.0003962684,0.002759993],"genre_scores_gemma":[0.000530226,0.002020614,0.0009291737,0.9679585,0.004518278,0.00004867869,0.005884869,0.00018445,0.01792527],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0441153,"threshold_uncertainty_score":0.9997318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0683845975882703,"score_gpt":0.3186195720403419,"score_spread":0.2502349744520716,"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."}}