{"id":"W4205722110","doi":"10.1038/s41409-022-01563-3","title":"Audit of donor centre: guidelines by the World Marrow Donor Association Quality and Regulation Working Group","year":2022,"lang":"en","type":"article","venue":"Bone Marrow Transplantation","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Audit; Medicine; Checklist; Donation; Stem cell; Progenitor cell; Quality (philosophy); Accounting; Business","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":[0.1158077,0.00132994,0.002035351,0.009110524,0.00293117,0.00695279,0.006623633,0.007417706,0.005136508],"category_scores_gemma":[0.1320992,0.001213001,0.002700606,0.008199926,0.003544824,0.004315895,0.004755527,0.005911621,0.006827854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006215629,"about_ca_system_score_gemma":0.04382996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.017938,"about_ca_topic_score_gemma":0.01906561,"domain_scores_codex":[0.8704975,0.05878919,0.0380569,0.002774292,0.02599891,0.003883263],"domain_scores_gemma":[0.7877448,0.04006296,0.02764735,0.01447107,0.1228953,0.007178504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003154438,0.0007488134,0.01623187,0.005212125,0.0001337664,0.0006804662,0.003536594,0.002639434,0.002702283,0.0190319,0.6204973,0.32827],"study_design_scores_gemma":[0.0001630332,0.0002595925,0.01853994,0.01304404,0.0001094215,0.001335066,0.001748351,0.00207243,0.002369125,0.008113691,0.9520551,0.0001902584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02454352,0.07379243,0.3454213,0.1967593,0.01254391,0.1037954,0.02015159,0.0081572,0.2148353],"genre_scores_gemma":[0.07712157,0.04214544,0.7163934,0.04312506,0.002297542,0.04906983,0.02463529,0.00171532,0.04349656],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1158077,"threshold_uncertainty_score":0.612457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03448446096172697,"score_gpt":0.2897563374383939,"score_spread":0.2552718764766669,"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."}}