{"id":"W3192842731","doi":"10.1164/rccm.202107-1726ed","title":"Using Automated Radiographic Signatures to Prognosticate Chronic Lung Allograft Dysfunction: What Does the Future Hold?","year":2021,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; Muscular Dystrophy Canada; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Lung; Radiography; Intensive care medicine; Internal medicine; Radiology","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":[0.02065637,0.0007637896,0.00236671,0.001333824,0.001456471,0.005989444,0.002099229,0.01865232,0.004135714],"category_scores_gemma":[0.06677865,0.0005426673,0.00137248,0.001095802,0.002649203,0.006068875,0.00119336,0.01822528,0.005024264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002334234,"about_ca_system_score_gemma":0.003331064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004238038,"about_ca_topic_score_gemma":0.007130507,"domain_scores_codex":[0.9904546,0.003723977,0.001701299,0.0007838305,0.002769529,0.0005667367],"domain_scores_gemma":[0.9060209,0.05276943,0.002721021,0.002966474,0.03188378,0.003638434],"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":[0.0003478645,0.0002308329,0.03424613,0.0004055832,0.0001950985,0.001184332,0.0002581547,0.0003467631,0.0007460435,0.006484193,0.715785,0.2397702],"study_design_scores_gemma":[0.0006150284,0.0006627392,0.02215197,0.002870727,0.0004175618,0.006026178,0.002328569,0.007954631,0.001581335,0.07607102,0.8789445,0.0003757094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001118474,0.00479067,0.0008495448,0.9802272,0.01115774,0.00001541516,0.0001260241,0.00004143194,0.001673441],"genre_scores_gemma":[0.03094621,0.01481019,0.007974802,0.8165111,0.1243591,0.0001191269,0.0003175185,0.00007506551,0.004886947],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02065637,"threshold_uncertainty_score":0.1092426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02399617397659404,"score_gpt":0.3467585999438352,"score_spread":0.3227624259672412,"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."}}