{"id":"W4281382882","doi":"10.1183/23120541.00053-2022","title":"Acoustic surveillance of cough for detecting respiratory disease using artificial intelligence","year":2022,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Patrick J. McGovern Foundation","keywords":"Medicine; Incidence (geometry); Cohort; Population; Correlation; Prospective cohort study; Respiratory system; Cohort study; Internal medicine; Pediatrics; Environmental health","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":[0.001686997,0.0003725654,0.0004573536,0.0009774733,0.0001274829,0.0007883229,0.0003800521,0.0005257051,0.002557369],"category_scores_gemma":[0.004440771,0.000158637,0.0004546328,0.0005977636,0.0002033496,0.0004553847,0.0004348408,0.000223371,0.0007044513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002332808,"about_ca_system_score_gemma":0.0003548642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001431306,"about_ca_topic_score_gemma":0.002060478,"domain_scores_codex":[0.9992379,0.0003806829,0.00006565647,0.00009714824,0.0001535705,0.00006513944],"domain_scores_gemma":[0.9977129,0.0009423983,0.0007712215,0.000128422,0.0003406622,0.0001044878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006519193,0.0003329228,0.8764594,0.0006648913,0.0001921522,0.0001219746,0.0003022023,0.0007417937,0.006623002,0.0001105367,0.0008788686,0.1129204],"study_design_scores_gemma":[0.00004749717,0.001647141,0.9860303,0.0001986226,0.0002202296,0.0004985337,0.0005367045,0.006339148,0.002264978,0.0001806751,0.002010614,0.00002560719],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855826,0.002812432,0.005899328,0.0006566221,0.00008534973,0.0001494872,0.00127762,0.000112536,0.003424146],"genre_scores_gemma":[0.9904445,0.001075467,0.006923422,0.0001538321,0.0001091916,0.0001223052,0.0003655126,0.000007128751,0.0007986678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002557369,"threshold_uncertainty_score":0.008921742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4288831001527557,"score_gpt":0.5079469901501233,"score_spread":0.07906388999736763,"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."}}