{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0183176,0.002651052,0.003321273,0.002624858,0.004235564,0.001573585,0.002189271,0.002679631,0.04025492],"category_scores_gemma":[0.01454517,0.00204119,0.002518292,0.002518875,0.001204052,0.002183452,0.002451932,0.003562946,0.007672421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003477502,"about_ca_system_score_gemma":0.01376849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006128887,"about_ca_topic_score_gemma":0.01085554,"domain_scores_codex":[0.9916832,0.004832359,0.001205271,0.0007123397,0.0006417768,0.0009249913],"domain_scores_gemma":[0.9909613,0.001661293,0.001640857,0.001346384,0.003245862,0.00114426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2007727,0.0986128,0.09512952,0.03295909,0.002917372,0.004428976,0.01371522,0.01252752,0.01001757,0.01676295,0.2554792,0.2566771],"study_design_scores_gemma":[0.2381544,0.05760315,0.255983,0.01615371,0.00158732,0.001187075,0.01112335,0.01310452,0.00483659,0.0160714,0.3832079,0.0009876285],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004722008,0.00009465276,0.001639197,0.0001465574,0.00008698931,0.9883766,0.003390004,0.00004816066,0.001495842],"genre_scores_gemma":[0.002347207,0.00007361957,0.001865553,0.00008249767,0.00001712424,0.9948142,0.0005297322,0.000003716605,0.0002663464],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04025492,"threshold_uncertainty_score":0.1346661,"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."}}