{"id":"W4384934519","doi":"10.3389/frph.2023.1201087","title":"Challenges and barriers to HIV care engagement and care cascade: viewpoint","year":2023,"lang":"en","type":"article","venue":"Frontiers in Reproductive Health","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vitalité Health Network; Université de Montréal","funders":"","keywords":"Human immunodeficiency virus (HIV); Health care; Due diligence; Face (sociological concept); Process (computing); Nursing; Medicine; Psychology; Public relations; Business; Political science; Sociology; Family medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009530237,0.000148047,0.0003898906,0.0005103243,0.0002014011,0.0000134239,0.00006563841,0.00005318753,0.00001777574],"category_scores_gemma":[0.001086048,0.000136599,0.0000497336,0.0003582737,0.0001129391,0.00007497836,0.0001483419,0.0003808952,0.00001606288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004055813,"about_ca_system_score_gemma":0.0002593695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001356828,"about_ca_topic_score_gemma":0.0001775458,"domain_scores_codex":[0.9978933,0.0002819951,0.0002720281,0.0008036537,0.0002668434,0.0004822356],"domain_scores_gemma":[0.9986404,0.0000196443,0.00004268449,0.0004490698,0.0001475894,0.000700666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001806839,0.0000327083,0.01551987,0.002352675,0.00007859254,0.00005607699,0.1675057,0.000004525854,0.00004451636,0.0002336484,0.2301197,0.5838712],"study_design_scores_gemma":[0.001451274,0.003512953,0.1480812,0.0009465892,0.00002443454,0.00002815646,0.6203902,0.00009332555,0.0003550797,0.0003004709,0.2245721,0.0002441165],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.383849,0.4226672,0.0006384415,0.1746719,0.0009220367,0.005656563,0.000188892,0.0002834213,0.01112259],"genre_scores_gemma":[0.8873265,0.09207033,0.009539606,0.001222442,0.0006434089,0.0006433734,0.0001659599,0.00009481067,0.008293604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5836272,"threshold_uncertainty_score":0.5570344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05632266688679315,"score_gpt":0.3734102387038914,"score_spread":0.3170875718170982,"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."}}