{"id":"W4297670932","doi":"10.2196/40095","title":"Factors Associated With Syphilis Transmission and Acquisition Among Men Who Have Sex With Men: Protocol for a Multisite Egocentric Network Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Syphilis; Men who have sex with men; Gonorrhea; Demography; Medicine; Chlamydia; Transmission (telecommunications); Cohort; Epidemiology; Gerontology; Family medicine; Human immunodeficiency virus (HIV); Immunology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001664525,0.0003583179,0.0006016011,0.0002811935,0.00112726,0.0001493998,0.0001822921,0.0000964561,0.0003133902],"category_scores_gemma":[0.00005141444,0.0002207047,0.00007425458,0.0008076244,0.0001533728,0.0001829814,0.0001604322,0.0005822305,8.059329e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006484031,"about_ca_system_score_gemma":0.000201211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114626,"about_ca_topic_score_gemma":0.00006959324,"domain_scores_codex":[0.9953246,0.0008466283,0.0003846458,0.0008139022,0.001753106,0.0008771466],"domain_scores_gemma":[0.9980587,0.0005071526,0.0001819135,0.0004567746,0.0003891374,0.000406265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006140574,0.007922422,0.9647695,0.0004014471,0.0004177435,0.0001369557,0.003035435,0.000097848,0.00003225309,0.000009259237,0.0134489,0.003587611],"study_design_scores_gemma":[0.04080427,0.04856986,0.8829568,0.002389262,0.00006447829,0.000008403999,0.004317504,0.003374319,0.0006048519,0.00004041641,0.01651354,0.0003563173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.06017379,0.000002878062,0.00003452128,0.0002425545,5.697487e-7,0.9386121,0.0000410794,0.00008948921,0.0008030308],"genre_scores_gemma":[0.08287169,1.71412e-7,0.00004336962,0.00002463169,0.00006995889,0.9148746,0.00008401895,0.00008042086,0.001951101],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08181277,"threshold_uncertainty_score":0.9000076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1721886054818716,"score_gpt":0.4798487955382965,"score_spread":0.3076601900564249,"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."}}