{"id":"W3174674961","doi":"10.1097/qad.0000000000002993","title":"Attributing health benefits to preventing HIV infections versus improving health outcomes among people living with HIV: an analysis in six US cities","year":2021,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; AIDS Vancouver; Simon Fraser University","funders":"National Institute on Drug Abuse","keywords":"Medicine; Psychological intervention; Environmental health; Gerontology; Public health; Health benefits; Demography; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.00111015,0.0001897066,0.0006767337,0.0008113329,0.0004455817,0.0001135857,0.0001072234,0.00005194447,0.0002531197],"category_scores_gemma":[0.001444978,0.0001759459,0.0002658819,0.002471288,0.00003317454,0.0003335103,0.0001676857,0.0003933549,0.00001585831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005012841,"about_ca_system_score_gemma":0.00061898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01444716,"about_ca_topic_score_gemma":0.1179529,"domain_scores_codex":[0.9974073,0.000327914,0.0005849081,0.00046579,0.0004087289,0.0008054268],"domain_scores_gemma":[0.9982803,0.0003407183,0.0001657061,0.000438134,0.000226335,0.0005488297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002045034,0.0002906314,0.9868583,0.0001926969,0.0003231563,0.000008334512,0.001808398,0.0008120027,0.0000226396,0.0001227127,0.000166404,0.009374289],"study_design_scores_gemma":[0.00103279,0.002981836,0.9839376,0.0007573771,0.0001329158,0.000008214191,0.006457099,0.004411684,0.00005167418,0.000001960187,0.00007000594,0.000156854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909655,0.0002840173,0.005937056,0.001781985,0.00005398189,0.000377269,0.00005853601,0.00009184535,0.0004497626],"genre_scores_gemma":[0.9936281,0.00003984152,0.002498141,0.0002148263,0.00007837793,0.0000684649,0.0001898386,0.00002977122,0.003252596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1035057,"threshold_uncertainty_score":0.9921157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02774910900182743,"score_gpt":0.3479493609304709,"score_spread":0.3202002519286434,"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."}}