{"id":"W4302292735","doi":"10.1002/ppul.26187","title":"Monitoring practices of chronic lung allograft dysfunction in pediatric lung transplantation","year":2022,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"","keywords":"Medicine; Lung transplantation; Lung; Radiology; Pulmonary function testing; Bronchoscopy; Transplantation; Surgery; Internal medicine","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":[0.0006468493,0.0001713854,0.0003877362,0.0008307194,0.0001160653,0.000006889871,0.0001355874,0.0001255977,0.0001541458],"category_scores_gemma":[0.0001028235,0.0001785738,0.0001070721,0.0009891465,0.00002291784,0.0001812867,0.00002956476,0.0005308315,0.000003896713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539871,"about_ca_system_score_gemma":0.0002735391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002847146,"about_ca_topic_score_gemma":0.00004209412,"domain_scores_codex":[0.99808,0.0003114343,0.0005772923,0.0003656878,0.00031815,0.0003474849],"domain_scores_gemma":[0.9986416,0.0004948687,0.0005425547,0.0001999066,0.00005317625,0.00006789593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005375364,0.0002227406,0.99256,0.0009809958,0.00003068267,0.0001799157,0.0005353527,0.0005372267,0.0008934914,0.00006681898,0.00004270212,0.003412594],"study_design_scores_gemma":[0.002441347,0.0003781457,0.9936513,0.000009253068,0.001041032,0.0002736353,0.0001949569,0.001334256,0.0002882999,0.00006365465,0.0001566756,0.000167442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851609,0.009175127,0.002802824,0.0006510247,0.001320154,0.0004696369,0.00001906086,0.00007448759,0.0003268083],"genre_scores_gemma":[0.979957,0.01649514,0.002156635,0.00003442178,0.001016504,0.0001458852,0.00006811701,0.00002525353,0.0001010715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007320014,"threshold_uncertainty_score":0.7282026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231702996044925,"score_gpt":0.3318241166127456,"score_spread":0.3086538170082531,"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."}}