{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073953,0.0007314169,0.000499496,0.0007234646,0.0002866537,0.0007216776,0.0006650276,0.001381078,0.001853463],"category_scores_gemma":[0.0006713444,0.0003370564,0.0005310633,0.0004826026,0.0003875764,0.0009830029,0.0007771749,0.001248963,0.001295548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004770608,"about_ca_system_score_gemma":0.0003212264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003922313,"about_ca_topic_score_gemma":0.0006049866,"domain_scores_codex":[0.9992447,0.0001470211,0.00003262184,0.0001435533,0.0003644312,0.00006771577],"domain_scores_gemma":[0.999772,0.00009290972,0.00003045026,0.000012972,0.00007746058,0.00001423892],"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":[0.0001480229,0.0001358605,0.000704961,0.004033433,0.00008314352,0.000484465,0.0002275226,0.001351417,0.7211831,0.01912741,0.008796895,0.2437238],"study_design_scores_gemma":[0.00002537592,0.000635466,0.001257395,0.0005847603,0.00007222647,0.001717148,0.0001703422,0.01079138,0.7408066,0.006218244,0.2376461,0.00007493945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05317164,0.6628419,0.2248594,0.004589856,0.00409492,0.0003569543,0.0004357604,0.0009962667,0.04865341],"genre_scores_gemma":[0.4212806,0.3837489,0.1610041,0.003903209,0.001253079,0.0003220409,0.0004635573,0.00007746318,0.027947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001853463,"threshold_uncertainty_score":0.006200433,"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."}}