{"id":"W4405714058","doi":"10.2139/ssrn.5068588","title":"Population Impact and Cost-Effectiveness of Doxycycline Post-Exposure Prophylaxis in Preventing the Sexually Transmitted Infections Among Gay, Bisexual, and Other Men Who Have Sex with Men in Australia: A Mathematical Modelling Study","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Doxycycline; Men who have sex with men; Population; Demography; Medicine; Gerontology; Sociology; Family medicine; Syphilis; Human immunodeficiency virus (HIV); Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003710127,0.0008629938,0.001781441,0.0009718515,0.0004628508,0.001815371,0.001658566,0.00204982,0.005393869],"category_scores_gemma":[0.0129788,0.0008617169,0.002868952,0.000762961,0.001087494,0.001590055,0.001098034,0.001827267,0.0002270914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005378925,"about_ca_system_score_gemma":0.003214346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0818183,"about_ca_topic_score_gemma":0.04378532,"domain_scores_codex":[0.9988742,0.0007084496,0.00003615447,0.00009878358,0.00005843648,0.0002238886],"domain_scores_gemma":[0.9906911,0.008023296,0.0005482493,0.0001562758,0.0003012996,0.000279931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001204739,0.0006225686,0.02158669,0.0002261052,0.00110666,0.0003462139,0.0001763075,0.9584038,0.0003760355,0.007734626,0.000846326,0.007369948],"study_design_scores_gemma":[0.0003461742,0.0008404279,0.01442545,0.00008454457,0.001148049,0.0001681535,0.0003314321,0.9767469,0.0001797362,0.005163692,0.0005138053,0.00005174221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857023,0.001716643,0.004667714,0.001642987,0.00003375405,0.0001215877,0.0007295706,0.00002977853,0.005355654],"genre_scores_gemma":[0.9956759,0.0006222445,0.0009571015,0.0001194987,0.00001336935,0.00006344043,0.0001908896,0.00000814737,0.002349409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0818183,"threshold_uncertainty_score":0.1626841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04840498643282237,"score_gpt":0.3784453091668546,"score_spread":0.3300403227340322,"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."}}