{"id":"W4301606097","doi":"10.2196/37070","title":"A Living Database of HIV Implementation Research (LIVE Project): Protocol for Rapid Living Reviews","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Bill and Melinda Gates Foundation; National Institute of Allergy and Infectious Diseases; National Institutes of Health; ViiV Healthcare; World Health Organization","keywords":"Human immunodeficiency virus (HIV); Protocol (science); Computer science; Database; World Wide Web; Data science; Medicine; Family medicine; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1175354,0.0002722925,0.0006042076,0.001701576,0.00685821,0.00008442561,0.001701984,0.0001143997,0.01615111],"category_scores_gemma":[0.01227316,0.0002510516,0.0001366401,0.003130608,0.0003955548,0.0007653198,0.00342526,0.002967393,0.0003643093],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001658346,"about_ca_system_score_gemma":0.008799565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000793516,"about_ca_topic_score_gemma":0.0003776276,"domain_scores_codex":[0.9526769,0.03638033,0.002730876,0.001080901,0.004020835,0.003110176],"domain_scores_gemma":[0.975441,0.01906339,0.001060063,0.001412858,0.002579598,0.0004430546],"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":[0.0006404839,0.000625135,0.01088112,0.01712866,0.00001284796,0.000003435783,0.06613182,8.723057e-7,0.005221266,0.001769792,0.8872363,0.01034827],"study_design_scores_gemma":[0.002438122,0.002443826,0.001971108,0.005522639,0.000001263678,0.000002042578,0.03873712,0.0001228948,0.0002162215,0.0002002922,0.948133,0.0002114816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002382502,0.000002203185,0.0002454221,0.002112893,0.00001955812,0.9949035,0.0006866535,0.00008222611,0.001709306],"genre_scores_gemma":[0.0002175603,0.000002109679,0.003249309,0.0006470117,0.0004170218,0.9921961,0.00004088275,0.00007992607,0.00315011],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1052622,"threshold_uncertainty_score":0.9999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9295766023681991,"score_gpt":0.8372809100425895,"score_spread":0.09229569232560952,"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."}}