{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001833484,0.0002072637,0.0003800886,0.0001724568,0.0002984809,0.00003115888,0.0000922794,0.00008511016,0.000342292],"category_scores_gemma":[0.00006456269,0.0001851748,0.0001136313,0.000502014,0.00004753849,0.0001307791,0.00001509845,0.000246031,0.000004820126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002224339,"about_ca_system_score_gemma":0.00006402272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002934373,"about_ca_topic_score_gemma":0.0005615739,"domain_scores_codex":[0.9970933,0.0004326858,0.0009699081,0.0003662207,0.0008688376,0.0002691013],"domain_scores_gemma":[0.9983867,0.0005520688,0.0005818635,0.0002451014,0.0001543183,0.00007991731],"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":[0.004109509,0.0004919962,0.4493995,0.002592265,0.0004265722,0.0000414872,0.005377068,0.0005774524,0.4887311,0.005496689,0.0261932,0.01656316],"study_design_scores_gemma":[0.01750818,0.000502469,0.8490294,0.001248312,0.002936122,0.0005583215,0.002527994,0.004492857,0.08038659,0.001672658,0.03784305,0.001294035],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973056,0.0009251112,0.004941832,0.01579984,0.0004941454,0.001483568,0.0003673858,0.00013972,0.002792382],"genre_scores_gemma":[0.9922453,0.0003488616,0.001639016,0.0005553219,0.0001067778,0.00008750147,0.001517086,0.00003499212,0.00346518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4083445,"threshold_uncertainty_score":0.7551208,"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."}}