{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003320071,0.000355859,0.0004793726,0.0007471588,0.0003989038,0.001165765,0.0005500485,0.0004614422,0.000797995],"category_scores_gemma":[0.009964209,0.0001899969,0.0002278299,0.001341807,0.0007939757,0.0004851932,0.0002901752,0.0006765286,0.0001364435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001455333,"about_ca_system_score_gemma":0.002202507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07916698,"about_ca_topic_score_gemma":0.1409209,"domain_scores_codex":[0.9987001,0.0005825507,0.00008316819,0.0001342469,0.000369912,0.0001299467],"domain_scores_gemma":[0.9943263,0.001836056,0.002073495,0.0002094044,0.000983009,0.0005717298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006527861,0.00001543159,0.9963697,0.00001522816,0.00001378977,0.000007535878,0.00002991225,0.00003437134,0.00005864112,0.00001193415,0.00005852764,0.003319637],"study_design_scores_gemma":[0.000008875712,0.0002512151,0.9976555,0.00006429465,0.00004852928,0.0001546257,0.0002026896,0.0009577071,0.000269446,0.00005296077,0.0003259222,0.000008268183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949574,0.002751395,0.0004294536,0.0003735392,0.00002503536,0.00001495684,0.0004030582,0.00001570619,0.001029472],"genre_scores_gemma":[0.9988267,0.0005859273,0.0003312086,0.00005377561,0.00001320703,0.000004373438,0.00009313763,9.985046e-7,0.00009056889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07916698,"threshold_uncertainty_score":0.1574124,"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."}}