{"id":"W4220667526","doi":"10.1016/j.athoracsur.2022.03.009","title":"Performance Measures for Lung Transplantation: Change Is Coming","year":2022,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; United Network for Organ Sharing; Organ procurement; Lung transplantation; Transplantation; Organ transplantation; Documentation; Intensive care medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02713141,0.001225037,0.003082534,0.001847614,0.006330158,0.008641428,0.003272228,0.05927196,0.00870875],"category_scores_gemma":[0.1035838,0.0009105414,0.002072405,0.002102717,0.00793784,0.01364656,0.00493646,0.07554296,0.005243555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009354737,"about_ca_system_score_gemma":0.01825266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01220247,"about_ca_topic_score_gemma":0.02107697,"domain_scores_codex":[0.9743584,0.01011109,0.004039467,0.001957043,0.007384508,0.002149553],"domain_scores_gemma":[0.8663929,0.0748326,0.006125271,0.003167809,0.02744265,0.0220388],"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":[0.00005649902,0.00008738405,0.001651367,0.0001166184,0.0000281972,0.0003258558,0.0001955747,0.00006188331,0.00008606286,0.005472638,0.9625568,0.02936117],"study_design_scores_gemma":[0.0003675036,0.0001853322,0.006811307,0.002173252,0.0001012543,0.001465554,0.00215413,0.001151629,0.0002285053,0.05273529,0.932389,0.0002372321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00007968697,0.0008623105,0.00005702798,0.9925287,0.006075543,0.000001700593,0.00001363347,0.000006916055,0.0003745851],"genre_scores_gemma":[0.002750471,0.001812125,0.0004682455,0.9366288,0.05693534,0.00002340024,0.00003640818,0.00002304146,0.001322352],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05927196,"threshold_uncertainty_score":0.1434863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3161503426133052,"score_gpt":0.4369644363390416,"score_spread":0.1208140937257364,"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."}}