{"id":"W2108562532","doi":"10.1111/j.1600-6143.2008.02173.x","title":"Kidney and Pancreas Transplantation in the United States, 1997–2006: The HRSA Breakthrough Collaboratives and the 58 DSA Challenge","year":2008,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Health Resources and Services Administration; U.S. Department of Health and Human Services","keywords":"Medicine; Economic shortage; Transplantation; Waiting list; Kidney transplantation; Donation; Pancreas transplantation; Organ donation; Pancreas; Kidney; Intensive care medicine; Internal medicine; Government (linguistics); Economic growth","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":[0.0007916576,0.0001692913,0.0003189194,0.0001996695,0.0002441028,0.00003704888,0.0001131567,0.00004033741,0.00001075888],"category_scores_gemma":[0.00003707723,0.00008505623,0.0000581349,0.0006978571,0.0008139459,0.0002432821,0.000001880762,0.0003376214,0.000001202232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002399087,"about_ca_system_score_gemma":0.0001244876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005880562,"about_ca_topic_score_gemma":0.0002320521,"domain_scores_codex":[0.9981434,0.0006275127,0.0004896628,0.0001429869,0.0004350411,0.0001614443],"domain_scores_gemma":[0.9986179,0.0006709737,0.0003346651,0.0001111938,0.0001739656,0.00009131563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.03478193,0.0008316219,0.08952733,0.001030541,0.0009986575,0.001829267,0.8413197,0.0006459987,0.002270635,0.00872534,0.001174352,0.01686467],"study_design_scores_gemma":[0.03299579,0.002233108,0.8867734,0.0009295782,0.002065053,0.02265837,0.04253727,0.001249389,0.002006532,0.0007428086,0.005348683,0.0004599987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629242,0.0006903418,0.002377916,0.03317451,0.00006219959,0.0004435772,0.0001150019,0.00001189006,0.0002003962],"genre_scores_gemma":[0.9281006,0.06792589,0.0002887337,0.003373141,0.00006960367,0.00001214026,0.0002028495,0.00001406653,0.00001289999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7987824,"threshold_uncertainty_score":0.3468492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153306815738806,"score_gpt":0.2532084445196721,"score_spread":0.241675376362284,"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."}}