{"id":"W2095051486","doi":"10.1016/j.healun.2011.01.138","title":"131 The Role of Open Lung Biopsy in Lung-Transplant Recipients: Does the Establishment of Restrictive Allograft Syndrome (RAS) Change Practice?","year":2011,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Lung; Lung transplantation; Biopsy; Fibrosis; Lung biopsy; Inflammation; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01427169,0.0003763773,0.0009095164,0.001095582,0.0008100881,0.002740444,0.001281198,0.002741711,0.002910299],"category_scores_gemma":[0.04779949,0.0002443087,0.0005797261,0.0009646289,0.002185846,0.003227306,0.0008982157,0.003013483,0.000657398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185328,"about_ca_system_score_gemma":0.003193849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003800231,"about_ca_topic_score_gemma":0.01247751,"domain_scores_codex":[0.9943369,0.003038438,0.0005892978,0.0004466372,0.001299331,0.0002893388],"domain_scores_gemma":[0.9599655,0.02435703,0.004870545,0.001419379,0.005387198,0.004000281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009761185,0.0008772893,0.4337361,0.0008465203,0.0001832557,0.001188515,0.001178288,0.0005510667,0.001220419,0.002812275,0.01689779,0.5395325],"study_design_scores_gemma":[0.0005596854,0.002651579,0.8391853,0.01236075,0.0007199767,0.008798989,0.009496562,0.004097963,0.002201002,0.0148847,0.1047712,0.0002722824],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3671524,0.1932153,0.006200042,0.3844863,0.008945708,0.0001212705,0.0003420982,0.0001444639,0.03939226],"genre_scores_gemma":[0.9134817,0.04471598,0.004822244,0.02369326,0.01152773,0.00005713369,0.0001496612,0.00005398507,0.001498257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01427169,"threshold_uncertainty_score":0.07547683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03441849161400401,"score_gpt":0.3328619178646705,"score_spread":0.2984434262506664,"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."}}