{"id":"W4390613200","doi":"10.1177/17534666231221750","title":"Referral rates and barriers to lung transplantation based on pulmonary function criteria in interstitial lung diseases: a retrospective cohort study","year":2024,"lang":"en","type":"article","venue":"Therapeutic Advances in Respiratory Disease","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; DLCO; Interquartile range; Referral; Lung transplantation; Interstitial lung disease; Pulmonary function testing; Retrospective cohort study; Vital capacity; Internal medicine; Cohort; Idiopathic pulmonary fibrosis; Transplantation; Lung; Surgery; Diffusing capacity; Lung function","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":[],"consensus_categories":[],"category_scores_codex":[0.0003932434,0.0002468772,0.0003362237,0.0004659124,0.00007249791,0.00004798136,0.00006413117,0.0000480712,0.0001167534],"category_scores_gemma":[0.00005205851,0.0002152495,0.00006936221,0.0004278486,0.00007403614,0.0003545457,0.0000078117,0.000226025,0.00000283443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002728601,"about_ca_system_score_gemma":0.0001809501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001206495,"about_ca_topic_score_gemma":0.0000704498,"domain_scores_codex":[0.9981361,0.0003605333,0.0003504089,0.0005908994,0.0003233817,0.0002387001],"domain_scores_gemma":[0.9991614,0.0001998098,0.00003259399,0.0002130456,0.00002946211,0.0003636415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01050086,0.0002281221,0.9761912,0.0007090119,0.00004699519,0.0006120885,0.0008296334,0.0003257832,0.0002307156,0.000135513,0.000005520166,0.01018451],"study_design_scores_gemma":[0.001813462,0.0006521964,0.9858854,0.0007236405,0.0004773304,0.000001724026,0.0005383817,0.00883731,0.00002397616,0.0004574271,0.0003619574,0.0002271985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802934,0.008985446,0.006975328,0.0002760532,0.0007563531,0.002166182,0.0001618965,0.0001301905,0.0002551722],"genre_scores_gemma":[0.9971383,0.0003154768,0.00007714023,0.001849653,0.0001375595,0.0003815008,0.000045819,0.00003609265,0.00001843031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01684495,"threshold_uncertainty_score":0.8777619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910052585732242,"score_gpt":0.3763069681416257,"score_spread":0.3572064422843033,"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."}}