{"id":"W4401442970","doi":"10.46747/cfp.700708449","title":"Approach to sexually transmitted infection testing for men who have sex with men","year":2024,"lang":"en","type":"review","venue":"Canadian Family Physician","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Registered Nurses' Association of Ontario; University of Ottawa","funders":"","keywords":"Men who have sex with men; Medicine; Computer science; Data science; Family medicine; Human immunodeficiency virus (HIV); Syphilis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004410008,0.0006846083,0.001420337,0.001150765,0.0004625011,0.000133264,0.0003904668,0.0005431531,0.000004556205],"category_scores_gemma":[0.00007255987,0.0005635386,0.0002629783,0.00130079,0.000186948,0.0001317822,0.0000406766,0.00115989,0.0009300687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087962,"about_ca_system_score_gemma":0.002673814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02156882,"about_ca_topic_score_gemma":0.004130362,"domain_scores_codex":[0.9967876,0.0003017955,0.0004675107,0.00130161,0.00008370599,0.001057769],"domain_scores_gemma":[0.9983485,0.000242079,0.0001309622,0.0007637429,0.0002999977,0.000214683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001146945,0.00007921398,0.00000542816,0.004602368,0.001364053,0.000006422224,0.0001982058,0.00001860455,0.0002146507,0.0001478142,0.09975443,0.8935974],"study_design_scores_gemma":[0.0002313796,0.0004796066,0.0000778273,0.001787634,0.0009727931,0.00002899222,0.0002443436,0.00002776937,0.00002672727,0.00004083943,0.995437,0.000645081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002686989,0.6303514,0.000405534,0.00004401085,0.0001478025,0.004124428,0.0006246615,0.0001499091,0.3641254],"genre_scores_gemma":[0.0003880222,0.728746,0.001152083,0.005605977,0.0033393,0.01904384,0.009405029,0.001931466,0.2303883],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8956826,"threshold_uncertainty_score":0.9998478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05924031361898115,"score_gpt":0.3150147713241702,"score_spread":0.255774457705189,"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."}}