{"id":"W2965752833","doi":"10.1111/vox.12826","title":"Changing the deferral for men who have sex with men – an improved model to estimate HIV residual risk","year":2019,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Héma-Québec","funders":"Australian Government","keywords":"Deferral; Men who have sex with men; Residual risk; Medicine; Demography; Incidence (geometry); Human immunodeficiency virus (HIV); Confidence interval; Internal medicine; Virology; Mathematics; Economics","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":[0.0006486584,0.0001884663,0.0001825231,0.0001940363,0.0003761432,0.000436372,0.0002871576,0.00005545038,0.0002321835],"category_scores_gemma":[0.00006328036,0.000125975,0.00004517033,0.000235008,0.00002701775,0.001064225,0.00008999588,0.0001277021,0.0001774262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001047448,"about_ca_system_score_gemma":0.00002363352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002852899,"about_ca_topic_score_gemma":0.0003029011,"domain_scores_codex":[0.9988462,0.00001719561,0.0001875015,0.0003596967,0.0002414436,0.0003479264],"domain_scores_gemma":[0.9992226,0.00007559299,0.0001782968,0.0003505246,0.0001461218,0.00002680269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01056687,0.002029853,0.1328176,0.001869961,0.002385886,0.00004125092,0.06033472,0.07536543,0.0139232,0.1034964,0.4264174,0.1707514],"study_design_scores_gemma":[0.00198444,0.00008363677,0.001821984,0.0000270972,0.0002358982,0.000001572068,0.00734716,0.9543083,0.0005447603,0.001002015,0.03228164,0.0003614439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5834393,0.00004548715,0.02095981,0.01381619,0.0001416317,0.002997881,0.0000775552,0.0004124797,0.3781097],"genre_scores_gemma":[0.9703392,0.000002557342,0.002879028,0.002888524,0.0004899749,0.0001618636,0.00005738633,0.00006612593,0.0231153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8789429,"threshold_uncertainty_score":0.513711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035118253783446,"score_gpt":0.2751935168329199,"score_spread":0.2548423342950855,"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."}}