{"id":"W4287510753","doi":"10.2196/preprints.41209","title":"Voice-Based Screening for SARS-CoV-2 Exposure in Cardiovascular Clinics (VOICE-COVID-19-II): Protocol for a Randomized Controlled Trial (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; University of Ottawa; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Telemedicine; Medicine; Randomized controlled trial; Health care; Concordance; Digital health; Telehealth; Medical emergency; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03384104,0.005763057,0.01011248,0.002527167,0.003073375,0.004202168,0.003190834,0.007946677,0.08853456],"category_scores_gemma":[0.03072445,0.003202367,0.005402207,0.003207895,0.003304075,0.003688711,0.001678483,0.007101564,0.01275005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004664226,"about_ca_system_score_gemma":0.01468797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002814204,"about_ca_topic_score_gemma":0.005150557,"domain_scores_codex":[0.9779137,0.01411758,0.002495346,0.001486222,0.001891889,0.002095309],"domain_scores_gemma":[0.9866895,0.00446234,0.002982313,0.001579677,0.002598374,0.001687749],"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":[0.8824483,0.01961777,0.0008684286,0.02452661,0.002437206,0.0002757657,0.0005062184,0.001806965,0.002837609,0.004585216,0.02839259,0.03169746],"study_design_scores_gemma":[0.92781,0.03470151,0.0017322,0.00321844,0.0008666703,0.00005605137,0.0001665933,0.001828057,0.0009893915,0.002187322,0.02634357,0.000100209],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001243133,0.0001687908,0.0006531843,0.0001517876,0.000309703,0.9964893,0.0005994104,0.00005933173,0.0003252536],"genre_scores_gemma":[0.001132453,0.00008616741,0.001192713,0.0001502232,0.00004837104,0.99707,0.00006988645,0.000003620988,0.0002466317],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08853456,"threshold_uncertainty_score":0.2961776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124963978256738,"score_gpt":0.452372206473728,"score_spread":0.32740822821699,"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."}}