{"id":"W4307031702","doi":"10.2196/35622","title":"Discovery and Analytical Validation of a Vocal Biomarker to Monitor Anosmia and Ageusia in Patients With COVID-19: Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Olfactory and Sensory Function Studies","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anosmia; Medicine; Checklist; Population; Coronavirus disease 2019 (COVID-19); Disease; Audiology; Psychology; Internal medicine; Environmental health; Infectious disease (medical specialty)","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":[],"consensus_categories":[],"category_scores_codex":[0.0003416645,0.0001027865,0.0001777833,0.0001773005,0.0002358625,0.00006181979,0.0000900805,0.00003969461,0.00008169116],"category_scores_gemma":[0.0008094624,0.00007825011,0.00001723841,0.0003689012,0.0002470943,0.0003629962,0.0002588659,0.0002029305,0.000002005529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006752276,"about_ca_system_score_gemma":0.00006038853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000837361,"about_ca_topic_score_gemma":0.000003532815,"domain_scores_codex":[0.9981483,0.0001174336,0.0004668744,0.0001498746,0.0009736721,0.0001438862],"domain_scores_gemma":[0.999242,0.0003069837,0.0001052658,0.0001051271,0.00002894043,0.0002116779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004781511,0.0003919884,0.9945949,0.00004314258,0.00001086776,0.000006537444,0.003944642,0.00008883116,0.00001640695,0.00006230366,0.0001265661,0.0002356783],"study_design_scores_gemma":[0.001851178,0.0007522895,0.9934928,0.000005138927,0.000006536774,0.000007766142,0.002171566,0.001235444,0.00004867316,0.00001680849,0.0003136849,0.00009807689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989339,0.000001332458,0.0001986421,0.00009381917,0.000120772,0.0004882946,0.00005229296,0.0000165604,0.00009440402],"genre_scores_gemma":[0.9990119,9.304121e-7,0.00002031505,0.0008392054,0.00001271754,0.00005133738,0.000006861633,0.000004624424,0.00005214243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001773076,"threshold_uncertainty_score":0.3190947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07929901013331815,"score_gpt":0.3437631173369942,"score_spread":0.2644641072036761,"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."}}