{"id":"W7056859941","doi":"","title":"Evaluating the Fiscal Impact of Antiretroviral Therapy for the Management of HIV in the United States 1987&amp;ndash;2023","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Epidemiology; Public health; Human immunodeficiency virus (HIV); Government (linguistics); Antiretroviral therapy; Transmission (telecommunications); Revenue; Health care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007054962,0.0002967697,0.0003114631,0.0006579796,0.0002432384,0.001061826,0.0005972665,0.0004786934,0.001640772],"category_scores_gemma":[0.01281831,0.0001938968,0.0006341562,0.001181312,0.0003100614,0.0005661481,0.001122318,0.0009729726,0.0001776316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005882139,"about_ca_system_score_gemma":0.005993511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1168119,"about_ca_topic_score_gemma":0.1289928,"domain_scores_codex":[0.9978344,0.001396743,0.0001015589,0.00006283989,0.0003527883,0.0002516723],"domain_scores_gemma":[0.9935121,0.003318401,0.001272671,0.0001334076,0.001187707,0.0005757241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003337245,0.001919387,0.8006067,0.0002919866,0.0007120718,0.000286238,0.0002929003,0.1210085,0.0001615027,0.008397826,0.01809689,0.04488877],"study_design_scores_gemma":[0.0005540033,0.003654278,0.7770447,0.0003041908,0.0004582751,0.0001141372,0.002632904,0.1989328,0.0007512103,0.002389301,0.01311596,0.00004822957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869805,0.0008520453,0.0005855877,0.002154373,0.0001007043,0.000180016,0.004169496,0.00001161641,0.004965611],"genre_scores_gemma":[0.9942685,0.0004568264,0.0007425185,0.000286151,0.00004984603,0.0001379601,0.003240255,0.000005066062,0.0008127091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1168119,"threshold_uncertainty_score":0.232264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2517287681154219,"score_gpt":0.5581158446675817,"score_spread":0.3063870765521597,"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."}}