{"id":"W4385543656","doi":"10.1016/j.biomaterials.2023.122260","title":"Next generation 3D-printed intravaginal ring for prevention of HIV and unintended pregnancy","year":2023,"lang":"en","type":"article","venue":"Biomaterials","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Centers for Disease Control and Prevention; Partenariat Canadien Contre Le Cancer; National Institutes of Health; National Science Foundation","keywords":"Materials science; Unintended pregnancy; 3d printed; Vaginal ring; Human immunodeficiency virus (HIV); Pregnancy; Ring (chemistry); Biomedical engineering; Medicine; Family medicine; Research methodology; Family planning; Environmental health; Population","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003042867,0.0001780924,0.0002484377,0.0004094892,0.0001350019,0.0005902433,0.0004296909,0.0006446744,0.00298131],"category_scores_gemma":[0.0005173908,0.0001616204,0.0005121068,0.0001443859,0.0001751888,0.0003448936,0.0003292406,0.0003604465,0.0004578668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001487508,"about_ca_system_score_gemma":0.0002071648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001694688,"about_ca_topic_score_gemma":0.0003234942,"domain_scores_codex":[0.9997963,0.00003473732,0.00001012486,0.0000297086,0.0001009579,0.00002820033],"domain_scores_gemma":[0.9998381,0.00006701196,0.00003048871,0.00001959159,0.00002773607,0.00001695926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007512717,0.0004496163,0.003596469,0.001761001,0.0001458757,0.002311827,0.0001937227,0.004565929,0.6610253,0.003720727,0.004610965,0.3168673],"study_design_scores_gemma":[0.0002182835,0.004925988,0.01680078,0.0004810565,0.0006830707,0.0163261,0.0003414426,0.03023292,0.8135982,0.002318924,0.1138801,0.0001931095],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.762897,0.07024819,0.127424,0.001914941,0.003434198,0.000310523,0.001122096,0.001665588,0.03098353],"genre_scores_gemma":[0.931134,0.007498372,0.05138168,0.0005842932,0.0001304296,0.000116286,0.0002262173,0.00005432722,0.008874348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00298131,"threshold_uncertainty_score":0.009973466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060279488334603,"score_gpt":0.3781701989580086,"score_spread":0.2721422501245483,"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."}}