{"id":"W4307457898","doi":"10.1097/qad.0000000000003416","title":"HIV transmission among acutely infected participants of a Dutch cohort study 2015–2021 is not associated with large, clustered outbreaks","year":2022,"lang":"en","type":"article","venue":"AIDS","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Stichting HIV Monitoring; Janssen Pharmaceuticals; Centers for Disease Control and Prevention; Ministerie van Volksgezondheid, Welzijn en Sport; ViiV Healthcare; Cilag; ZonMw; National Institutes of Health; Aids Fonds; Gilead Sciences; Bristol-Myers Squibb","keywords":"Transmission (telecommunications); Demography; Cohort; Cluster (spacecraft); Population; Medicine; Incidence (geometry); Cohort study; Outbreak; Internal medicine; Virology; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006024167,0.000184964,0.0004435394,0.0001287398,0.0003330884,0.000009672691,0.0001966871,0.0001019143,0.004413625],"category_scores_gemma":[0.00006418562,0.0001403529,0.00008832195,0.0003752594,0.0001019142,0.00006467365,0.0001586744,0.0003667501,0.000152448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008936311,"about_ca_system_score_gemma":0.0001312579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004051773,"about_ca_topic_score_gemma":0.0001250735,"domain_scores_codex":[0.9977743,0.0007933385,0.0003206358,0.0003533352,0.0001708894,0.0005874902],"domain_scores_gemma":[0.9992141,0.0001538432,0.0001292222,0.0003288315,0.0001089717,0.000065042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007934946,0.003243567,0.9763045,0.000004882122,0.002359796,0.00008150429,0.003174264,0.000006014571,0.008802666,0.000003187221,0.003854053,0.001372064],"study_design_scores_gemma":[0.008281933,0.00380097,0.9693584,0.00002120349,0.000354403,0.000007490115,0.001110188,0.00001992542,0.01449391,0.00000354708,0.002376199,0.0001717785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975439,0.0001709921,0.00006712271,0.0001551438,0.00007195614,0.0009439767,0.0006735074,0.00004232912,0.0003311158],"genre_scores_gemma":[0.9934635,0.0000142219,0.00001110239,0.00005448106,0.000004560059,0.0002994328,0.0007754271,0.00002081622,0.005356431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007488439,"threshold_uncertainty_score":0.9964965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963526781848747,"score_gpt":0.2853358911516956,"score_spread":0.2657006233332081,"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."}}