{"id":"W4375954696","doi":"10.1111/trf.17393","title":"Monitoring syphilis serology in blood donors: Is there utility as a surrogate marker of early transfusion transmissible infection behavioral risk?","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Public Health Ontario; Toronto Public Health; University of Alberta; University of Toronto; Canadian Blood Services; Provincial Laboratory of Public Health; University of Ottawa","funders":"Canadian Blood Services","keywords":"Syphilis; Men who have sex with men; Medicine; Logistic regression; Demography; Deferral; Serology; Risk factor; Immunology; Internal medicine; Human immunodeficiency virus (HIV)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00123271,0.0003433817,0.0004389941,0.0008640572,0.0003040929,0.0001143179,0.0002397657,0.0003337252,0.001858706],"category_scores_gemma":[0.00003360882,0.0003335304,0.0002691504,0.0021082,0.00008833291,0.001771029,0.00003523036,0.0005618431,0.0001811336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001635872,"about_ca_system_score_gemma":0.0000424739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06687691,"about_ca_topic_score_gemma":0.007786078,"domain_scores_codex":[0.9974952,0.0001310796,0.000728872,0.000628331,0.0005455582,0.0004709514],"domain_scores_gemma":[0.9990652,0.000131582,0.0002324337,0.0003396959,0.0001888017,0.00004226994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007371451,0.0006892728,0.9580221,0.0003368776,0.00004971878,0.00003083635,0.001349707,0.00004376446,0.008462527,0.0001612468,0.0000201051,0.03009673],"study_design_scores_gemma":[0.003677153,0.0001312543,0.9825134,0.0002524613,0.0003852284,0.000004741235,0.0003167101,0.000681175,0.008693176,0.001106592,0.001899928,0.0003381287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939051,0.0001834474,0.0001156823,0.0009837493,0.0005589859,0.0007091907,0.00001889391,0.0003722931,0.003152685],"genre_scores_gemma":[0.9910071,0.008413902,0.00004154311,0.0000706028,0.0001684869,0.00005907464,0.00002298834,0.00005352727,0.0001627684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05909083,"threshold_uncertainty_score":0.9999117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03315622846112277,"score_gpt":0.2841163550199439,"score_spread":0.2509601265588211,"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."}}