{"id":"W4393252116","doi":"10.1101/2024.03.27.24304980","title":"Solicited Cough Sound Analysis for Tuberculosis Triage Testing: The CODA TB DREAM Challenge Dataset","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Tuberculosis; Triage; Intensive care medicine; Limiting; Disease; Pandemic; Infectious disease (medical specialty); Medical emergency; Pathology; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001412647,0.001970468,0.001398499,0.001721406,0.0009050186,0.00141407,0.002525733,0.003536233,0.004340605],"category_scores_gemma":[0.003926887,0.0004030145,0.001722556,0.001165594,0.000592967,0.000784034,0.002186417,0.00154927,0.007379913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085973,"about_ca_system_score_gemma":0.00148892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0184796,"about_ca_topic_score_gemma":0.04323626,"domain_scores_codex":[0.9986619,0.0002655689,0.0001631182,0.0003464764,0.0003703284,0.000192572],"domain_scores_gemma":[0.9986463,0.0003628039,0.0001026916,0.0003112274,0.0003675582,0.0002094178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001256357,0.001039258,0.04336138,0.002509745,0.0005051079,0.001139728,0.0002984141,0.006044947,0.007318492,0.0007775426,0.862085,0.07366404],"study_design_scores_gemma":[0.001410274,0.00126641,0.1946377,0.001517217,0.0005864906,0.004431571,0.002480651,0.09414802,0.0157569,0.004995724,0.6782975,0.0004714594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.07289772,0.004023446,0.005447838,0.003020968,0.001250729,0.0007078037,0.8987048,0.00739439,0.00655221],"genre_scores_gemma":[0.03710843,0.0004067041,0.007962785,0.0005987358,0.0001486888,0.0003478406,0.9511675,0.0001331207,0.00212622],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0184796,"threshold_uncertainty_score":0.03674406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.156396982397681,"score_gpt":0.3855782871211348,"score_spread":0.2291813047234539,"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."}}