{"id":"W4307034976","doi":"10.2196/38533","title":"A Smartphone-Based Platform Assisted by Artificial Intelligence for Reading and Reporting Rapid Diagnostic Tests: Evaluation Study in SARS-CoV-2 Lateral Flow Immunoassays","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; Test (biology); Diagnostic test; Computer science; Artificial intelligence; Medical emergency; Emergency medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00937294,0.0002078096,0.000550676,0.0003196785,0.0005586699,0.0001189208,0.00006950904,0.00006353635,0.00001045152],"category_scores_gemma":[0.01180661,0.0002085014,0.00005063923,0.0007297809,0.00004734551,0.0001446058,0.0000591775,0.0003882458,8.038217e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004376135,"about_ca_system_score_gemma":0.0007881693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004234684,"about_ca_topic_score_gemma":0.0006140572,"domain_scores_codex":[0.9965143,0.0004128998,0.001465225,0.0005588419,0.0004766111,0.0005720904],"domain_scores_gemma":[0.9971449,0.001453149,0.0008021978,0.0002572016,0.0002053119,0.0001372011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004374443,0.0006633151,0.4553224,0.0002619854,0.00002875544,0.00002807757,0.002126359,0.00001025131,0.008269714,0.00001101852,0.0003286082,0.5325121],"study_design_scores_gemma":[0.008541786,0.006892204,0.5546344,0.0002116226,0.00001713738,0.0005749778,0.006409982,0.4062437,0.002689053,0.0003727414,0.01243134,0.0009810425],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937333,0.0006018672,0.0006784269,0.001624817,0.0002937941,0.00282789,0.00002699605,0.000119392,0.00009347453],"genre_scores_gemma":[0.995729,0.000009350131,0.0003857455,0.002287448,0.00007030103,0.0013485,0.0001353498,0.000029172,0.000005151837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.531531,"threshold_uncertainty_score":0.9965174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839855781749169,"score_gpt":0.4054314298320345,"score_spread":0.2214458516571175,"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."}}