{"id":"W4388405322","doi":"10.1016/s2352-3018(23)00224-2","title":"Programme science: a route to effective coverage and population-level impact for HIV and sexually transmitted infection prevention","year":2023,"lang":"en","type":"review","venue":"The Lancet HIV","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Cold Spring Harbor Laboratory; National Institute for Health and Care Research; Bill and Melinda Gates Foundation","keywords":"General partnership; Context (archaeology); Human immunodeficiency virus (HIV); Population; Public health; Computer science; Process management; Medicine; Knowledge management; Management science; Business; Environmental health; Engineering; Nursing; Geography; Family 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":[0.01192591,0.001348234,0.005540795,0.003744293,0.0004534046,0.003342162,0.001976175,0.004496508,0.0203149],"category_scores_gemma":[0.02581715,0.000617378,0.002346627,0.003469718,0.001928923,0.00392707,0.00243987,0.006771614,0.001962117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003637972,"about_ca_system_score_gemma":0.00783374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005598214,"about_ca_topic_score_gemma":0.007512365,"domain_scores_codex":[0.9943659,0.003319726,0.0004060296,0.000273903,0.001367991,0.0002664814],"domain_scores_gemma":[0.9831975,0.01485737,0.000714154,0.0002418756,0.000681899,0.000307302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002708629,0.00008605581,0.0001352625,0.09933984,0.001557845,0.00009612294,0.0001740473,0.0007495914,0.0003100724,0.0525918,0.04935236,0.7953362],"study_design_scores_gemma":[0.0007067032,0.0006344236,0.002318219,0.183019,0.002949698,0.0003526825,0.0003977599,0.0005720978,0.0003481743,0.08496932,0.7236621,0.00006979249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001096338,0.9885023,0.000584316,0.007186423,0.001004566,0.00005319231,0.00009693604,0.00002704781,0.00243569],"genre_scores_gemma":[0.00537756,0.9852823,0.002033341,0.005247083,0.001050952,0.0001285339,0.00006081017,0.0000152517,0.0008042018],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0203149,"threshold_uncertainty_score":0.06796014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243854220110002,"score_gpt":0.4633420136618607,"score_spread":0.3389565916508605,"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."}}