{"id":"W3045923563","doi":"10.1016/j.bbmt.2020.07.030","title":"Guidelines for Cord Blood Unit Selection","year":2020,"lang":"en","type":"review","venue":"Biology of Blood and Marrow Transplantation","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"National Cancer Institute","keywords":"Medicine; Human leukocyte antigen; Cord blood; Unit (ring theory); Selection (genetic algorithm); Progenitor cell; CD34; Transplantation; Immunology; Antigen; Stem cell; Internal medicine; Biology; Computer science; Genetics; Machine learning","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002212953,0.0003423447,0.001463567,0.0002092511,0.0000576621,0.000006598492,0.00007243526,0.0004339936,0.00002178499],"category_scores_gemma":[0.00006277328,0.0002838201,0.0002856597,0.0002073522,0.00008714951,0.00003644751,0.000004119157,0.0001718755,0.0000037498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005717712,"about_ca_system_score_gemma":0.0002344502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001884714,"about_ca_topic_score_gemma":0.00001304449,"domain_scores_codex":[0.9982302,0.0001048192,0.0009237095,0.0004373106,0.0001023326,0.0002015822],"domain_scores_gemma":[0.9988408,0.000319138,0.0003613402,0.0001096589,0.0002596434,0.0001094256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006751391,0.000221798,0.0004501205,0.2150944,0.002129827,0.00005390048,0.0002139546,2.286277e-7,0.01271332,0.001552927,0.0001309874,0.7667634],"study_design_scores_gemma":[0.007866812,0.004365203,0.00005272342,0.02516047,0.07617702,0.006569528,0.00005055893,0.00002891207,0.009694727,0.0002445992,0.8689848,0.0008046779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000695443,0.9924241,0.00376667,0.0001741258,0.0001812571,0.001840108,0.0006545666,0.00007748644,0.0001862338],"genre_scores_gemma":[0.0007812738,0.9874867,0.007959078,0.00007535038,0.0002199407,0.0001576448,0.00319101,0.0000457873,0.00008325074],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8688538,"threshold_uncertainty_score":0.9999614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121281505146062,"score_gpt":0.3843272282855183,"score_spread":0.2721990777709121,"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."}}