{"id":"W4402622794","doi":"10.1186/s12916-024-03580-z","title":"From conceptualising to modelling structural determinants and interventions in HIV transmission dynamics models: a scoping review and methodological framework for evidence-based analyses","year":2024,"lang":"en","type":"review","venue":"BMC Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institutes of Health; European and Developing Countries Clinical Trials Partnership; Wellcome Trust; McGill University; Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Psychological intervention; Medicine; Human immunodeficiency virus (HIV); Stigma (botany); Transmission (telecommunications); Population; Empirical evidence; Environmental health; Psychiatry; Immunology; Computer science; Epistemology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2485303,0.005919666,0.01379525,0.04618737,0.003617732,0.02158819,0.01113222,0.01102497,0.007700506],"category_scores_gemma":[0.4262404,0.004122322,0.01678401,0.04054422,0.01034746,0.02185435,0.01255304,0.01040687,0.001587478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02357477,"about_ca_system_score_gemma":0.06624512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01820981,"about_ca_topic_score_gemma":0.02200558,"domain_scores_codex":[0.7553937,0.1793605,0.04370629,0.006463063,0.01329536,0.001781053],"domain_scores_gemma":[0.4617504,0.4894032,0.01652899,0.01183347,0.01938055,0.001103407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001626505,0.000124457,0.001228196,0.6043469,0.006145797,0.0003381113,0.008369645,0.008453352,0.0002425127,0.1353913,0.009515465,0.2256817],"study_design_scores_gemma":[0.0001068107,0.0001214305,0.0004588566,0.8595412,0.004933117,0.0001189604,0.002985226,0.002492063,0.0002376791,0.0800644,0.04883427,0.0001059883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001413119,0.8546609,0.1000487,0.02126399,0.001866899,0.01174612,0.00164429,0.0001752456,0.007180677],"genre_scores_gemma":[0.03196494,0.7379296,0.1884013,0.004365854,0.0007683621,0.0343894,0.00129454,0.0001334606,0.0007525717],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2485303,"threshold_uncertainty_score":0.9266959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7408289885284601,"score_gpt":0.6238177653819181,"score_spread":0.117011223146542,"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."}}