{"id":"W2003576753","doi":"10.1097/01.aids.0000131362.82951.b2","title":"Screening for HIV-specific T-cell responses using overlapping 15-mer peptide pools or optimized epitopes","year":2004,"lang":"en","type":"article","venue":"AIDS","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Toronto","funders":"","keywords":"Epitope; Peptide; Human immunodeficiency virus (HIV); Virology; Lentivirus; Biology; Computational biology; Immunology; Molecular biology; Viral disease; Antigen; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001457548,0.0009647562,0.001070397,0.0003420571,0.0002314019,0.0006189932,0.0004429317,0.0006877407,0.001912079],"category_scores_gemma":[0.0009635474,0.0003759581,0.000414003,0.0004315233,0.0002375406,0.0005691252,0.0004717148,0.0006478272,0.0004552451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002295605,"about_ca_system_score_gemma":0.0002339444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002163889,"about_ca_topic_score_gemma":0.0004544461,"domain_scores_codex":[0.9988728,0.0003978115,0.0001473921,0.0002008674,0.0002107957,0.0001703169],"domain_scores_gemma":[0.9995224,0.0002181105,0.00006983268,0.0000713412,0.00007272144,0.00004565205],"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":[0.0005664329,0.0002103738,0.001439576,0.0001366298,0.00003934531,0.00006114513,0.00004455662,0.0008973773,0.9915619,0.00006650508,0.00005156601,0.004924555],"study_design_scores_gemma":[0.0001100284,0.003489457,0.00531826,0.00001519557,0.00009061184,0.000297019,0.0000456595,0.002644921,0.9865774,0.000135031,0.001257702,0.00001866368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986223,0.0009224733,0.01107346,0.00003521191,0.00001770571,0.0004730717,0.0003869314,0.00007226413,0.0007957546],"genre_scores_gemma":[0.9494148,0.0007701566,0.04548919,0.0001875001,0.00002328412,0.0007271512,0.001560536,0.00004478392,0.00178249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001912079,"threshold_uncertainty_score":0.007708311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05909655260846356,"score_gpt":0.3100108780824897,"score_spread":0.2509143254740261,"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."}}