{"id":"W4389488953","doi":"10.1182/hematology.2023000482","title":"MSM and blood donation: shifting to individualized risk assessment","year":2023,"lang":"en","type":"article","venue":"Hematology","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Deferral; Men who have sex with men; Medicine; Window period; Human immunodeficiency virus (HIV); Donation; Apheresis; Blood donor; Demography; Family medicine; Immunology; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006156996,0.0001071648,0.0001785095,0.0003863165,0.0002612865,0.0001912123,0.0001072503,0.00006927111,0.000499911],"category_scores_gemma":[0.000307416,0.0001016822,0.00002875925,0.000698894,0.00002479468,0.0005572959,0.0001484337,0.0001323056,0.0006000907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003084372,"about_ca_system_score_gemma":0.00001327949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097399,"about_ca_topic_score_gemma":0.0001202931,"domain_scores_codex":[0.9990864,0.00002867898,0.0002287218,0.0002597675,0.0001942091,0.0002021968],"domain_scores_gemma":[0.9993965,0.0002144814,0.0001541317,0.0001228948,0.00009358335,0.0000184259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002256945,0.0001490759,0.3666574,0.0001820738,0.0001318645,0.00007633788,0.0003118122,0.00001794423,0.0001569256,0.6062582,0.006727252,0.01930849],"study_design_scores_gemma":[0.004231265,0.00003208308,0.459124,0.00006553143,0.000447335,0.00008056788,0.001340035,0.002402927,0.0003353917,0.03123068,0.5001261,0.0005840744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357289,0.00005839886,0.0003871938,0.01944977,0.000396469,0.0002686652,0.000003803788,0.0004207743,0.04328599],"genre_scores_gemma":[0.9945412,0.00004562941,0.001563546,0.003407195,0.000170082,0.00004956879,0.00002924189,0.00001676939,0.0001768026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5750276,"threshold_uncertainty_score":0.7713152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420716369836245,"score_gpt":0.2932784724390001,"score_spread":0.2690713087406377,"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."}}