{"id":"W4403544053","doi":"10.1128/spectrum.00672-24","title":"Evaluation of a near-patient SARS-CoV-2 novel rapid diagnostic platform","year":2024,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Horizon 2020 Framework Programme","keywords":"Point-of-care testing; Pebble; Diagnostic test; Loop-mediated isothermal amplification; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Point of care; Medicine; Turnaround time; Computational biology; Coronavirus disease 2019 (COVID-19); Computer science; Pathology; Biology; Emergency medicine","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":[0.001706705,0.000766939,0.0006328757,0.0004313475,0.000260781,0.0007877451,0.0008716526,0.001155013,0.0007701148],"category_scores_gemma":[0.001693476,0.0002376094,0.0003285238,0.0002548897,0.0003689461,0.0005672505,0.0006525777,0.0005065657,0.0004227103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000466482,"about_ca_system_score_gemma":0.0006214849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006008252,"about_ca_topic_score_gemma":0.0009231776,"domain_scores_codex":[0.997328,0.0006656888,0.00008201902,0.0004960963,0.00126983,0.000158256],"domain_scores_gemma":[0.9992929,0.0001836672,0.0001485937,0.00005726521,0.0002631676,0.00005445457],"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":[0.0005894873,0.0003885961,0.003774088,0.0002450801,0.00003729344,0.000139282,0.00009112047,0.001629142,0.9738702,0.0001727083,0.0003281347,0.01873493],"study_design_scores_gemma":[0.00006436618,0.005199598,0.008050554,0.00003382568,0.00006655767,0.001283288,0.0001595928,0.02124142,0.9604757,0.0001261731,0.003236618,0.00006232018],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9027321,0.001464977,0.091759,0.000412469,0.0001702865,0.0009231702,0.0007157093,0.0007740855,0.001048232],"genre_scores_gemma":[0.8555251,0.0006413598,0.1396354,0.0004468033,0.0000446327,0.0004905947,0.0007612201,0.00003785501,0.002417074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001706705,"threshold_uncertainty_score":0.009026051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445393182139697,"score_gpt":0.2451780787786901,"score_spread":0.2207241469572931,"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."}}