{"id":"W2096963724","doi":"10.1513/pats.2009008-088tl","title":"Lung Transplantation for Cystic Fibrosis","year":2009,"lang":"en","type":"article","venue":"Proceedings of the American Thoracic Society","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute","keywords":"Lung transplantation; Transplantation; Context (archaeology); Medicine; Cystic fibrosis; Population; Intensive care medicine; Surgery; Internal medicine; Environmental health; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002958452,0.0001273752,0.0003248318,0.00002511063,0.0001133286,0.00001493993,0.0001315959,0.00003811004,0.000003978305],"category_scores_gemma":[0.00006215926,0.00008738678,0.0004127654,0.0003822991,0.0001442668,0.00009127737,0.000005265236,0.0001085428,5.150849e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003817207,"about_ca_system_score_gemma":0.0000322461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001106674,"about_ca_topic_score_gemma":2.02245e-7,"domain_scores_codex":[0.9991549,0.000006899393,0.0002346405,0.0001876929,0.000223087,0.0001927958],"domain_scores_gemma":[0.9992772,0.0001418649,0.0002714327,0.00007769282,0.0001740342,0.00005779009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002814821,0.0002264259,0.1337505,0.003227433,0.0003169999,6.736582e-7,0.01033189,0.00001088216,0.6814361,0.001904316,0.004112627,0.1618674],"study_design_scores_gemma":[0.00105656,0.0006425977,0.8367094,0.0003925648,0.00132338,0.00006066789,0.002189646,0.001298965,0.1540844,0.001633867,0.0003777097,0.0002301963],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825343,0.0001038999,0.01275421,0.003379213,0.00006109576,0.000586985,0.00003382834,0.00007420754,0.0004722017],"genre_scores_gemma":[0.7903597,0.0001856895,0.2080187,0.001147366,0.00008890431,0.00002142778,0.000006871394,0.00001347977,0.0001578554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.702959,"threshold_uncertainty_score":0.356353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02246051143122102,"score_gpt":0.3613570676183225,"score_spread":0.3388965561871015,"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."}}