{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002299879,0.00006939579,0.0001776142,0.0001733452,0.00004645248,0.0000335522,0.00003987397,0.00004686895,0.0002113932],"category_scores_gemma":[0.0002320956,0.00006003199,0.00004688412,0.0001285973,0.0000611635,0.000101406,0.00003834724,0.000008441601,0.00002783534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001773238,"about_ca_system_score_gemma":0.00002861485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002051427,"about_ca_topic_score_gemma":0.000008971085,"domain_scores_codex":[0.9992515,0.0000521345,0.0002828799,0.0001477698,0.0001044724,0.0001612374],"domain_scores_gemma":[0.9996013,0.00001715444,0.00006923522,0.0001234072,0.0001254399,0.00006347754],"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":[0.00009185787,0.00005360643,0.0001242858,0.0003904401,0.00005618571,0.000002717533,0.00008815222,1.718636e-7,0.9750273,0.0006159249,0.003393899,0.02015547],"study_design_scores_gemma":[0.001327644,0.00159197,0.004549005,0.0009474113,0.00005063768,0.00001400231,0.0001011219,0.004716984,0.9851086,0.0002851195,0.001236425,0.0000710481],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949076,0.0001487922,0.003340142,0.0003673651,0.0001088034,0.0006865482,0.00006793207,0.00007157251,0.0003012867],"genre_scores_gemma":[0.9910329,0.0001417014,0.001906051,0.000004501012,0.0001352777,0.0001186588,0.0003795595,0.00001369969,0.006267623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02008442,"threshold_uncertainty_score":0.2448034,"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."}}