{"id":"W4322617058","doi":"10.1111/ctr.14949","title":"Current opinions on DGF management practices: A survey of the United States and Canada","year":2023,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Workgroup; Medicine; Machine perfusion; Transplantation; Dialysis; Kidney transplantation; Family medicine; Intensive care medicine; Emergency medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001652557,0.0001998768,0.0002464799,0.001873691,0.002673909,0.001672031,0.0009773853,0.0005415737,0.002176517],"category_scores_gemma":[0.004600711,0.0002445903,0.0003470803,0.0047434,0.001308166,0.0004976127,0.001129405,0.0007065234,0.0003181518],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01651905,"about_ca_system_score_gemma":0.03117979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9752308,"about_ca_topic_score_gemma":0.9761238,"domain_scores_codex":[0.9974343,0.000264457,0.000220146,0.0002073628,0.001186026,0.0006877479],"domain_scores_gemma":[0.9890189,0.0007722573,0.001846879,0.0001439884,0.004623125,0.003594887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002357436,0.00003194393,0.9809312,0.00008366967,0.00001812402,0.000100031,0.004365833,0.00004245745,0.0001350568,0.00008525679,0.004323267,0.009859497],"study_design_scores_gemma":[0.000004092429,0.00002875269,0.9808726,0.0001117134,0.000006773462,0.00009770148,0.01323795,0.0001030573,0.00004265987,0.00001689631,0.005464148,0.00001374374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777147,0.001940151,0.0001211178,0.004910684,0.00003849438,0.00008137774,0.005715536,0.00002366904,0.009454416],"genre_scores_gemma":[0.9927503,0.002469396,0.0002392618,0.001893602,0.00001501618,0.00003002717,0.001372497,0.000009526315,0.001220356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9834809,"threshold_uncertainty_score":0.1198546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1651491519836809,"score_gpt":0.4417806047232383,"score_spread":0.2766314527395575,"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."}}