{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005189415,0.0005379418,0.0006091787,0.0008420279,0.0007996121,0.0011288,0.0004069609,0.0009915007,0.001517261],"category_scores_gemma":[0.007552068,0.0004316058,0.000694741,0.000482893,0.0005454994,0.0007336865,0.0008174178,0.0007811044,0.0005842753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004014877,"about_ca_system_score_gemma":0.0005226274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001870521,"about_ca_topic_score_gemma":0.002006605,"domain_scores_codex":[0.9977769,0.0007403806,0.0002395839,0.0006058203,0.0004769399,0.0001603172],"domain_scores_gemma":[0.9952525,0.001280293,0.0008434172,0.0003974344,0.001855277,0.0003711795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003165115,0.0006257805,0.9921852,0.00007982434,0.0001399344,0.0001510177,0.0007478282,0.00004965173,0.001920965,0.00003538474,0.0002168967,0.003531008],"study_design_scores_gemma":[0.00006982084,0.003904181,0.9907128,0.0000547064,0.0001972128,0.001061174,0.001278236,0.0006979504,0.0007842659,0.00004283427,0.001177589,0.00001919172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972639,0.0003430613,0.001139027,0.0000412402,0.00002602098,0.0003188986,0.0003745734,0.000006647705,0.0004865973],"genre_scores_gemma":[0.9972689,0.0001231434,0.001358774,0.0001581466,0.00002856806,0.0002162544,0.0005435534,0.00000787617,0.0002948105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005189415,"threshold_uncertainty_score":0.0274446,"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."}}