{"id":"W3216579279","doi":"10.1093/cid/ciab976","title":"How Can Progress Toward Ending the Human Immunodeficiency Virus Epidemic in the United States Be Monitored?","year":2021,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Allergy and Infectious Diseases; Medical Research Council; National Institutes of Health","keywords":"Human immunodeficiency virus (HIV); Cohort; Incidence (geometry); Longitudinal data; Medicine; Environmental health; Virology; Demography; Pathology; Mathematics","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":[0.04340801,0.0006976673,0.0007961034,0.002912018,0.0006037698,0.00413613,0.00183087,0.00173031,0.0007412873],"category_scores_gemma":[0.135932,0.0003875436,0.0009233961,0.0036438,0.001086875,0.005929784,0.00115292,0.001951596,0.0002919919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001643057,"about_ca_system_score_gemma":0.004350485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04061588,"about_ca_topic_score_gemma":0.05198113,"domain_scores_codex":[0.9825054,0.01259647,0.001392362,0.001202774,0.001895613,0.0004072515],"domain_scores_gemma":[0.9573197,0.02287615,0.007280417,0.003474,0.008157967,0.0008917194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001868599,0.0002440823,0.7064787,0.001466854,0.001557901,0.00009830116,0.001258278,0.009662507,0.000394231,0.0174576,0.02505567,0.236139],"study_design_scores_gemma":[0.00009185915,0.001075199,0.8280759,0.003548357,0.001396928,0.0003567635,0.004240096,0.03186554,0.002769367,0.03848582,0.0878071,0.0002870184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4220501,0.1014933,0.2288154,0.1579936,0.008209266,0.001832087,0.02914961,0.001795642,0.04866087],"genre_scores_gemma":[0.7794831,0.03380802,0.1649218,0.01176752,0.001522256,0.001237381,0.005489151,0.0001318064,0.001639087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04340801,"threshold_uncertainty_score":0.2295663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068236711989543,"score_gpt":0.4497913587142691,"score_spread":0.3429676875153147,"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."}}