{"id":"W3217436981","doi":"10.1183/13993003.congress-2021.pa3495","title":"Surveillance bronchoscopy in cystic fibrosis transplanted patients is safe and effective","year":2021,"lang":"en","type":"article","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Christie (Canada)","funders":"","keywords":"Medicine; Cystic fibrosis; Lung transplantation; Incidence (geometry); Complication; Retrospective cohort study; Internal medicine; Surgery; Gastroenterology; Pneumothorax; Bronchoscopy; Transplantation","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":[0.001158849,0.0002135564,0.0003787076,0.0007975898,0.0003897125,0.0007872449,0.0002437048,0.0007588953,0.002072165],"category_scores_gemma":[0.006134954,0.0001137764,0.0004480624,0.0005916731,0.000366158,0.0007475327,0.0004182152,0.0005062449,0.0004054452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657908,"about_ca_system_score_gemma":0.0007308957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007873429,"about_ca_topic_score_gemma":0.001179181,"domain_scores_codex":[0.9992398,0.0003038679,0.00007691437,0.00007304711,0.0002187783,0.00008747365],"domain_scores_gemma":[0.9960223,0.001370507,0.001562176,0.000145846,0.0002973709,0.0006018842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005187396,0.0001969734,0.8989516,0.0002674524,0.00008226679,0.001859895,0.0001576011,0.0001162269,0.001321987,0.0001573457,0.00175033,0.09461953],"study_design_scores_gemma":[0.00004161725,0.0007505314,0.9881822,0.0005963119,0.0000714905,0.00582008,0.0005125322,0.0003536262,0.0005272016,0.0002802741,0.00285309,0.00001085183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378245,0.04377731,0.002381058,0.004123039,0.0003051479,0.00008680284,0.0004286362,0.0001144792,0.01095901],"genre_scores_gemma":[0.9935929,0.004693816,0.0006656901,0.0004017157,0.0002388766,0.00002174512,0.0001792931,0.000005974664,0.0001998805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002072165,"threshold_uncertainty_score":0.00693208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007069669693063002,"score_gpt":0.2822032369411267,"score_spread":0.2751335672480637,"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."}}