{"id":"W4410205929","doi":"10.1039/d4bm01696c","title":"Development of a nano-vaccine for high-grade serous ovarian cancer","year":2025,"lang":"en","type":"article","venue":"Biomaterials Science","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tezpur University; Queen's University; Queen's University Belfast","keywords":"Serous fluid; Serous ovarian cancer; Ovarian carcinoma; Ovarian cancer; Serous carcinoma; Serous membrane; Medicine; Oncology; Internal medicine; Cancer; Cancer research; Pathology","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":[0.0001652628,0.0001973428,0.0002196017,0.0001451457,0.00008872732,0.0003193539,0.0002023989,0.0004078945,0.001246465],"category_scores_gemma":[0.0002078444,0.00008805906,0.0002933826,0.00005822426,0.0001373055,0.0003613574,0.000235958,0.0005704087,0.0003158085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000134988,"about_ca_system_score_gemma":0.0002440785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002535789,"about_ca_topic_score_gemma":0.0005511372,"domain_scores_codex":[0.9999273,0.00001147557,0.000003975954,0.00001340755,0.00002578403,0.00001810155],"domain_scores_gemma":[0.9999374,0.00001704824,0.00001196516,0.000006695444,0.00001550608,0.0000114243],"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":[0.00008699077,0.00008959873,0.0002205757,0.0001316204,0.00001027583,0.00007215613,0.00002369787,0.0006520489,0.9842017,0.000475313,0.0001704575,0.01386558],"study_design_scores_gemma":[0.00004872189,0.001818335,0.001285336,0.00002924924,0.00004949425,0.0004149603,0.00006037853,0.005844665,0.9720532,0.0003936375,0.01798816,0.00001400183],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.93085,0.006223362,0.05607359,0.0007359047,0.0003958074,0.0003610889,0.000239471,0.0002475198,0.00487332],"genre_scores_gemma":[0.9715137,0.002291899,0.02129204,0.0002925893,0.00003886597,0.0001078522,0.0002562863,0.00002939353,0.004177276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001246465,"threshold_uncertainty_score":0.004169822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740931383828977,"score_gpt":0.2904480688685749,"score_spread":0.2730387550302851,"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."}}