{"id":"W4408106221","doi":"10.54097/pvcp7g85","title":"Advanced Biosensing for Early Detection of HIV","year":2025,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Doug Bragg Enterprises (Canada)","funders":"","keywords":"Biosensor; Human immunodeficiency virus (HIV); Computer science; Virology; Nanotechnology; Medicine; Materials science","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":[0.0000988434,0.00007316715,0.0001215566,0.0008780316,0.00004251676,0.00001097953,0.0000771516,0.00009505101,1.27178e-7],"category_scores_gemma":[0.00007277472,0.00006875189,0.00001395222,0.001379927,0.0001402948,0.0000761457,0.00001874514,0.00008434489,0.000001086621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003657361,"about_ca_system_score_gemma":0.00000716531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001898638,"about_ca_topic_score_gemma":0.000003587993,"domain_scores_codex":[0.9994767,0.000001114375,0.0001402347,0.0001509081,0.00004801182,0.0001829854],"domain_scores_gemma":[0.9997975,0.00002997161,0.00001128268,0.0001039246,0.00003907873,0.00001824416],"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":[0.000002539662,0.000004113553,0.00005661763,0.0000417503,0.000003363701,5.074554e-7,0.0000130866,0.00454555,0.9560387,0.02400591,0.000001846552,0.015286],"study_design_scores_gemma":[0.0001646416,0.00002852417,0.001235129,0.00006091175,0.000003611478,0.000001773633,0.0000157546,0.2056825,0.7906095,0.0008251508,0.001301693,0.00007086315],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646941,0.0001754732,0.03414569,0.00018206,0.0003230759,0.00008890377,0.000001470745,0.0002515611,0.0001376107],"genre_scores_gemma":[0.9970466,0.00005259226,0.002858521,0.000001513677,0.000008417133,0.000007254383,1.034037e-7,0.000005360293,0.00001965203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2011369,"threshold_uncertainty_score":0.2803621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003133420370086324,"score_gpt":0.1998539670634642,"score_spread":0.1967205466933779,"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."}}