{"id":"W3164523719","doi":"10.1186/s12879-021-06183-8","title":"Promoting HIV indicator condition-guided testing in hospital settings (PROTEST 2.0): study protocol for a multicentre interventional study","year":2021,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"ZonMw; Aids Fonds","keywords":"Medicine; Tuberculosis; Intervention (counseling); Protocol (science); Audit; Medical microbiology; Family medicine; Internal medicine; Immunology; Nursing; Pathology; Alternative medicine","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":[0.06855972,0.005117216,0.00732712,0.003204793,0.004754108,0.00394902,0.004579761,0.006885916,0.05857768],"category_scores_gemma":[0.04388514,0.004553424,0.004400004,0.003845595,0.003411835,0.004074158,0.003641401,0.006193066,0.01272188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008229545,"about_ca_system_score_gemma":0.03101802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004517411,"about_ca_topic_score_gemma":0.0076037,"domain_scores_codex":[0.9654688,0.02320847,0.004718811,0.001980372,0.002140047,0.002483471],"domain_scores_gemma":[0.9653584,0.01102079,0.006190802,0.004399437,0.008754475,0.004276147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4791606,0.1162545,0.008838764,0.1027902,0.001822242,0.001439712,0.007613113,0.007760592,0.00567816,0.01086026,0.0623097,0.1954722],"study_design_scores_gemma":[0.6277087,0.1246541,0.02620419,0.02310245,0.00143167,0.0002508881,0.004753344,0.005064607,0.003994524,0.007447849,0.1747384,0.0006493017],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007749039,0.00004340765,0.0007372459,0.00005479,0.00005165465,0.9976713,0.000438906,0.00002577768,0.0002020904],"genre_scores_gemma":[0.0004333523,0.0000255426,0.001202254,0.00003873072,0.000008104074,0.998185,0.0000490916,0.00000150172,0.00005639922],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06855972,"threshold_uncertainty_score":0.3625828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03468538188491683,"score_gpt":0.3912353529547342,"score_spread":0.3565499710698174,"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."}}