{"id":"W4312299770","doi":"10.2196/41209","title":"Voice-Based Screening for SARS-CoV-2 Exposure in Cardiovascular Clinics (VOICE-COVID-19-II): Protocol for a Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; University of Ottawa; Université de Montréal; McGill University Health Centre","funders":"McGill University Health Centre; McGill University; Amazon Web Services","keywords":"Telemedicine; Medicine; Telehealth; Health care; Randomized controlled trial; Digital health; Medical emergency; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03931276,0.007195774,0.01386856,0.002981271,0.003568045,0.005117017,0.004181031,0.009129169,0.08053472],"category_scores_gemma":[0.03575936,0.003658224,0.005905834,0.003982762,0.00430542,0.004188966,0.002131013,0.008740904,0.01208337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005747333,"about_ca_system_score_gemma":0.01621013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002645291,"about_ca_topic_score_gemma":0.004856625,"domain_scores_codex":[0.9738557,0.01607258,0.002861732,0.001901031,0.002611847,0.002697185],"domain_scores_gemma":[0.9828331,0.005511816,0.003846462,0.001992315,0.003619215,0.002197211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9067483,0.02255087,0.0007723907,0.02152353,0.002298263,0.000261701,0.0005057076,0.001886817,0.002243613,0.003975224,0.01322229,0.02401123],"study_design_scores_gemma":[0.9387578,0.03509124,0.001215171,0.002621166,0.0008243702,0.00004489327,0.0001544712,0.001722558,0.0006623997,0.001873676,0.01694567,0.00008671704],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001164388,0.0001614013,0.0006659788,0.000102642,0.0002399561,0.9969317,0.0003920005,0.00005372593,0.0002882286],"genre_scores_gemma":[0.001004528,0.00008038945,0.0010198,0.00008677943,0.00003414437,0.9975249,0.00004594742,0.00000307096,0.0002003268],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08053472,"threshold_uncertainty_score":0.2694155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3282163610673284,"score_gpt":0.5734474040478641,"score_spread":0.2452310429805357,"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."}}