{"id":"W4416422606","doi":"10.1177/23259582251395779","title":"Don’t Wait Till Tomorrow: How to Support Underrepresented Undergraduate HIV Researchers Today From the Voices of Emerging Leaders","year":2025,"lang":"en","type":"article","venue":"Journal of the International Association of Providers of AIDS Care (JIAPAC)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Mental Health","keywords":"Underrepresented Minority; Workforce; Human immunodeficiency virus (HIV); Soar; Public health; Equity (law); Health care; Undergraduate research; Health equity","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":[0.001834465,0.0001085988,0.000280516,0.0002661913,0.0002033122,0.00008912693,0.001305325,0.00009872441,0.00009128873],"category_scores_gemma":[0.004499937,0.00008008439,0.0003593623,0.0005219867,0.0002151366,0.0004574752,0.0002792797,0.0002595785,0.000001621573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114678,"about_ca_system_score_gemma":0.001006926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003827111,"about_ca_topic_score_gemma":0.005835861,"domain_scores_codex":[0.9966583,0.0003397593,0.0005257822,0.0001470764,0.002125261,0.0002038546],"domain_scores_gemma":[0.9951794,0.0010192,0.00128663,0.0001619572,0.00228462,0.00006823757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003565179,0.0001101263,0.6289998,0.00005123647,0.001654768,0.000003085328,0.07651565,0.000659303,0.002304149,0.003409187,0.2815351,0.004401094],"study_design_scores_gemma":[0.003376591,0.0003020111,0.1390207,0.0008656299,0.0005016644,9.71059e-7,0.6753576,0.00009087616,0.02457045,0.01112394,0.1444068,0.0003826985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5263297,0.0001792013,0.0004339562,0.4504888,0.002312838,0.0004457843,0.0001427613,0.00001417691,0.01965283],"genre_scores_gemma":[0.9898493,0.00005843729,0.0004476988,0.0004122486,0.000129821,0.000001582973,0.000008869882,0.000006007512,0.009085991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.598842,"threshold_uncertainty_score":0.5785472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03647435899058191,"score_gpt":0.3205298068214401,"score_spread":0.2840554478308581,"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."}}