{"id":"W4292678163","doi":"10.1371/journal.pone.0273196","title":"Assessment of performance characteristics of COVID-19 ICD-10-CM diagnosis code U07.1 using SARS-CoV-2 nucleic acid amplification test results","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Food and Drug Administration; U.S. Food and Drug Administration; Hamilton Health Sciences Foundation","keywords":"Medicaid; Medicine; Population; Diagnosis code; Health care; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.007591867,0.0003944705,0.0004616274,0.00162013,0.0002716408,0.001254128,0.0006909608,0.0008586105,0.000802955],"category_scores_gemma":[0.03187528,0.0002258373,0.0007669937,0.001210609,0.0004959485,0.001039715,0.0008188963,0.000590505,0.000414635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006479455,"about_ca_system_score_gemma":0.0005602073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004795581,"about_ca_topic_score_gemma":0.00407111,"domain_scores_codex":[0.9945778,0.002061729,0.0006915664,0.001056299,0.001107661,0.0005049697],"domain_scores_gemma":[0.9628113,0.02250285,0.008765124,0.001455482,0.003055585,0.001409722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003058613,0.00006910571,0.9978841,0.000005534625,0.00004989136,0.00001212539,0.00006516984,0.0001805661,0.0000797223,0.00001876775,0.0001279685,0.001201066],"study_design_scores_gemma":[0.00003181974,0.0006459304,0.9928771,0.00001163086,0.00004839735,0.0001060058,0.0002615014,0.00546355,0.0003011115,0.00005364895,0.0001886184,0.00001065758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984716,0.00009701347,0.000210836,0.00005491585,0.000008825233,0.00001955194,0.0006321128,0.000008970649,0.0004961777],"genre_scores_gemma":[0.9989375,0.00002530473,0.0001237567,0.00002545186,0.000008891237,0.00001195621,0.0008124944,0.000002703798,0.00005196375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007591867,"threshold_uncertainty_score":0.04015017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1417850983689084,"score_gpt":0.361955120378195,"score_spread":0.2201700220092866,"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."}}