{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001566596,0.0007712212,0.0006781714,0.0005736013,0.0001802094,0.0006940849,0.0005877043,0.0008325648,0.001307748],"category_scores_gemma":[0.003471063,0.0002340552,0.0004507459,0.0002806768,0.0003176235,0.0006743335,0.0006083301,0.0003530833,0.0004764069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003760023,"about_ca_system_score_gemma":0.0004766122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001925248,"about_ca_topic_score_gemma":0.001393376,"domain_scores_codex":[0.9990715,0.0003987366,0.0000796362,0.0001214509,0.0002115998,0.0001169927],"domain_scores_gemma":[0.9981754,0.000770302,0.0001642093,0.00007966393,0.0006003508,0.0002101232],"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":[0.03019687,0.03429455,0.2207904,0.007670945,0.001209652,0.004826713,0.003016254,0.01454641,0.1254897,0.0008299736,0.005321374,0.5518072],"study_design_scores_gemma":[0.003329928,0.1827942,0.505735,0.0005503185,0.002201146,0.004695729,0.003210088,0.2461456,0.04335202,0.0004756374,0.007188245,0.0003221164],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996177,0.0003529713,0.002266859,0.00006114413,0.00002576075,0.0005060294,0.0001202366,0.00009146438,0.0003985264],"genre_scores_gemma":[0.9862597,0.0005738896,0.01110562,0.0001577399,0.00003411127,0.0006666893,0.0003428162,0.00001385841,0.0008456444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001925248,"threshold_uncertainty_score":0.008284986,"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."}}