{"id":"W4416069798","doi":"10.3390/diagnostics15222845","title":"Advances in Point-of-Care Infectious Disease Diagnostics: Integration of Technologies, Validation, Artificial Intelligence, and Regulatory Oversight","year":2025,"lang":"en","type":"review","venue":"Diagnostics","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Systems, Applications & Products in Data Processing (Canada)","funders":"","keywords":"Harmonization; Infectious disease (medical specialty); Biodefense; Molecular diagnostics; Public health; Emerging technologies; Point-of-care testing; Equity (law); Global health","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":[0.08386606,0.001340436,0.001805589,0.003365392,0.001438903,0.01476843,0.003618954,0.005206882,0.003278926],"category_scores_gemma":[0.07400624,0.0008673679,0.001349551,0.002927971,0.01072538,0.0160547,0.006452898,0.009255832,0.002190275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005783418,"about_ca_system_score_gemma":0.0259866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004256879,"about_ca_topic_score_gemma":0.003555387,"domain_scores_codex":[0.9266134,0.03214734,0.005980075,0.006315073,0.02634448,0.002599718],"domain_scores_gemma":[0.8701612,0.07682091,0.009927269,0.007561879,0.03192747,0.003601275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001637243,0.0001355125,0.004317731,0.01104919,0.0002208129,0.0002798885,0.001532057,0.002530087,0.004163037,0.2151209,0.04152634,0.7189607],"study_design_scores_gemma":[0.00003291166,0.00034521,0.002279528,0.01021018,0.0001537251,0.0005190865,0.0009305936,0.001221816,0.003632654,0.07983674,0.900722,0.0001154293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00652922,0.6683003,0.1055861,0.1594587,0.006390959,0.0003928554,0.0004714624,0.000848132,0.05202236],"genre_scores_gemma":[0.1256937,0.6682492,0.1205676,0.06868947,0.008005083,0.0006024127,0.001265274,0.0003900683,0.006537291],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08386606,"threshold_uncertainty_score":0.4435314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377891124282254,"score_gpt":0.2690224678015207,"score_spread":0.2552435565586981,"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."}}