{"id":"W2034799134","doi":"10.1126/science.328.5981.976","title":"Honing the Test-and-Treat HIV Strategy","year":2010,"lang":"en","type":"letter","venue":"Science","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Test (biology); Medicine; Transmission (telecommunications); Enthusiasm; Observational study; Family medicine; Psychology; Computer science; Internal medicine; Telecommunications; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.06360981,0.002052254,0.001862879,0.00207182,0.004147291,0.01101691,0.004996592,0.03415492,0.01921939],"category_scores_gemma":[0.1055586,0.001251317,0.001913781,0.001220583,0.0188378,0.01911721,0.01238595,0.05580904,0.01220759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008340919,"about_ca_system_score_gemma":0.02022891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007175754,"about_ca_topic_score_gemma":0.007041383,"domain_scores_codex":[0.9634596,0.01586419,0.001508634,0.003368459,0.01383138,0.00196795],"domain_scores_gemma":[0.9037945,0.06585742,0.003011793,0.005290577,0.009100797,0.01294507],"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":[0.0001628228,0.0001847715,0.0004443078,0.0005672912,0.00009500254,0.0004202941,0.000793435,0.0003603464,0.0003934368,0.1616753,0.7121907,0.1227122],"study_design_scores_gemma":[0.0002113812,0.0003178929,0.0003254986,0.0008564654,0.00005572066,0.0004712048,0.0002069117,0.0007625073,0.0004992984,0.07940519,0.9168083,0.0000797461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003954017,0.01494052,0.01657273,0.9182724,0.03033327,0.0001752367,0.0001086968,0.000386612,0.01881497],"genre_scores_gemma":[0.01014025,0.006476072,0.01311244,0.9373359,0.02052031,0.0003704474,0.0001040253,0.000226817,0.01171373],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06360981,"threshold_uncertainty_score":0.3364049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02909802367598979,"score_gpt":0.3438323896982206,"score_spread":0.3147343660222308,"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."}}