{"id":"W4379967442","doi":"10.1097/tp.0000000000004683","title":"Relative Lung Perfusion on Ventilation–Perfusion Scans After Double Lung Transplant","year":2023,"lang":"en","type":"article","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Perfusion; Lung; Lung transplantation; Radiology; Proportional hazards model; Cardiology; Ventilation (architecture); Differential diagnosis; Perfusion scanning; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008443257,0.0002315215,0.0003281113,0.0007531074,0.0002421282,0.0005834739,0.0003244863,0.0002973327,0.00135906],"category_scores_gemma":[0.002026916,0.0001573998,0.0002948022,0.000419327,0.0004575139,0.0004933435,0.0004637058,0.000483454,0.0001167487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003748592,"about_ca_system_score_gemma":0.000359886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00105955,"about_ca_topic_score_gemma":0.001471885,"domain_scores_codex":[0.9996984,0.00005220074,0.00003217181,0.00006602568,0.00007312993,0.00007807644],"domain_scores_gemma":[0.9980872,0.0004594594,0.0009850925,0.00008471365,0.0001091325,0.000274595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001743801,0.00001161332,0.9956092,0.00001003934,0.00001418279,0.001656069,0.00002906301,0.00005980046,0.0011219,0.00001824347,0.00003200418,0.001263515],"study_design_scores_gemma":[0.00001047434,0.0002931099,0.9811374,0.0000209892,0.00002933114,0.01666068,0.0001215283,0.0005502379,0.0009684095,0.00006456257,0.0001377108,0.000005577876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992254,0.000187974,0.0001772767,0.00002169922,0.000002627834,0.000004826288,0.00005648978,0.000005063317,0.000318816],"genre_scores_gemma":[0.9997936,0.00004076104,0.00007006279,0.00001001125,0.000005448173,0.000001612988,0.00005160542,0.000001377472,0.00002544645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00135906,"threshold_uncertainty_score":0.004546583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561618150374021,"score_gpt":0.3285247789421742,"score_spread":0.302908597438434,"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."}}