{"id":"W2595087518","doi":"10.1038/bmt.2017.32","title":"Developing quality assurance for pediatric autologous stem cell transplants in England: results of a 3-year national audit of activity and engraftment by treatment centre","year":2017,"lang":"en","type":"article","venue":"Bone Marrow Transplantation","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Audit; Quality assurance; Stem cell; Transplantation; Family medicine; Surgery; Pathology; Management","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":[0.0161166,0.0002478553,0.0004707719,0.001417681,0.0008991453,0.001994183,0.0009169696,0.0007172717,0.0007242499],"category_scores_gemma":[0.04835122,0.0003841489,0.0004966541,0.002988704,0.0008077032,0.001708703,0.003031258,0.0008924417,0.0001123796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008615543,"about_ca_system_score_gemma":0.01488073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2338849,"about_ca_topic_score_gemma":0.2437444,"domain_scores_codex":[0.9820822,0.005889163,0.004347473,0.0006022842,0.00565755,0.001421267],"domain_scores_gemma":[0.9162993,0.01435547,0.0309368,0.002946114,0.03189693,0.003565411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001183234,0.00006363823,0.9765931,0.0002605134,0.00004240931,0.00009753587,0.003421612,0.0003068334,0.0002602889,0.0001455656,0.001710654,0.01697958],"study_design_scores_gemma":[0.00000995378,0.00009757929,0.996568,0.00009651091,0.0000130577,0.00005306134,0.001373354,0.0002464232,0.0001670764,0.00001649279,0.001349903,0.000008590775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882302,0.002874886,0.0007672537,0.003537028,0.00003690943,0.0002930261,0.002216931,0.00003277706,0.002011112],"genre_scores_gemma":[0.995571,0.00100765,0.001512855,0.0002652598,0.00001052545,0.0001237409,0.001115856,0.000009849648,0.0003833245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2338849,"threshold_uncertainty_score":0.4650471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03740429002168574,"score_gpt":0.3186508202428971,"score_spread":0.2812465302212114,"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."}}