{"id":"W2471468265","doi":"10.52768/epidemiolpublichealth","title":"Epidemiology and Public Health","year":2024,"lang":"en","type":"paratext","venue":"","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Transmission (telecommunications); Condom; Public health; Epidemiology; Human immunodeficiency virus (HIV); Female circumcision; Disease; Disease control; Environmental health; Family medicine; Immunology; Gynecology; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00278753,0.0004900766,0.0006821426,0.003607226,0.0009554033,0.003610587,0.0007746761,0.002787741,0.06557392],"category_scores_gemma":[0.008496853,0.0002743979,0.0005108158,0.004256626,0.001528296,0.002785992,0.00217789,0.002518676,0.01036521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002695639,"about_ca_system_score_gemma":0.007050503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100373,"about_ca_topic_score_gemma":0.007578313,"domain_scores_codex":[0.9967025,0.001509121,0.0002481008,0.000393301,0.0007358223,0.0004111874],"domain_scores_gemma":[0.9959046,0.001271582,0.0005383865,0.0003846979,0.001273499,0.0006272342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008506882,0.0001167317,0.028319,0.002555294,0.0000955838,0.0004739914,0.0009047384,0.0002317636,0.0002773953,0.108103,0.5355082,0.3233293],"study_design_scores_gemma":[0.00001613539,0.00005396159,0.02050414,0.002322475,0.0000210514,0.0007901674,0.0009041007,0.000106349,0.00006429319,0.01326049,0.9619383,0.00001848089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007202126,0.2475343,0.007381421,0.2394777,0.02277915,0.0006213232,0.02057807,0.0004642817,0.4539616],"genre_scores_gemma":[0.1858517,0.4549247,0.01181846,0.07752505,0.02366376,0.001715147,0.01938163,0.0002312884,0.2248882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9344261,"threshold_uncertainty_score":0.2193666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1648876884808732,"score_gpt":0.4795376905210809,"score_spread":0.3146500020402077,"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."}}