{"id":"W4213271188","doi":"10.1038/s41409-022-01597-7","title":"Towards a more inclusive unrelated donor registry","year":2022,"lang":"en","type":"letter","venue":"Bone Marrow Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Toronto; Queen's University; University of Regina; Western University; Stem Cell Network","funders":"Canadian Blood Services; Doctors of BC","keywords":"Medicine; MEDLINE; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002138456,0.0005074696,0.0006307851,0.0005701274,0.0002716922,0.00005351126,0.0001817481,0.0008930455,0.00351612],"category_scores_gemma":[0.00002495738,0.0005303089,0.0003005245,0.000516707,0.0001014087,0.0001671054,0.0000192466,0.002330822,0.0001097349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003958992,"about_ca_system_score_gemma":0.0005156685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002503198,"about_ca_topic_score_gemma":0.00002593946,"domain_scores_codex":[0.9968247,0.0001696946,0.0006964405,0.0007003855,0.001184197,0.0004245415],"domain_scores_gemma":[0.9987995,0.0001092253,0.0003498143,0.0004504049,0.0001730297,0.0001180038],"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":[0.003628296,0.0002821204,0.0009617588,0.008236019,0.0008683073,0.02999552,0.006678433,0.00006906251,0.003600121,0.0002633038,0.9413007,0.004116301],"study_design_scores_gemma":[0.01037423,0.0006943873,0.01176003,0.000962927,0.004375513,0.007856226,0.0003429637,0.0002422493,0.003733668,0.0003696178,0.9578255,0.001462638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01682551,0.0005003479,0.001472347,0.9533485,0.001233369,0.001989951,0.002519928,0.000679055,0.02143104],"genre_scores_gemma":[0.1130433,0.002632086,0.001451621,0.7312373,0.002504152,0.0004165001,0.1271431,0.0003584176,0.02121345],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2221112,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162454539243882,"score_gpt":0.2599908916065917,"score_spread":0.2483663462141529,"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."}}