{"id":"W4283163623","doi":"10.1016/j.chest.2021.12.046","title":"DIGITAL ACOUSTIC SURVEILLANCE OF COUGH FOR THE DETECTION OF RESPIRATORY DISEASE","year":2022,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Incidence (geometry); Observational study; Medical record; Outbreak; Clinical trial; Disease; Internal medicine; Pathology","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":[0.0005095505,0.0003975046,0.0003663815,0.001296998,0.0001766173,0.0007208951,0.0003085236,0.0008037511,0.003182044],"category_scores_gemma":[0.002491731,0.0002128204,0.0002196474,0.0003907944,0.000198639,0.0005524352,0.0005014615,0.0006213227,0.000916846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001238772,"about_ca_system_score_gemma":0.0001576466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006238805,"about_ca_topic_score_gemma":0.001316716,"domain_scores_codex":[0.9996735,0.0001015162,0.00002855243,0.00004884496,0.0001086342,0.00003883134],"domain_scores_gemma":[0.9990688,0.0004846568,0.0001190405,0.00005147166,0.0001878524,0.00008817313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00268039,0.0004031093,0.3292846,0.000883997,0.0001739751,0.00197349,0.0003739653,0.0009081618,0.2685812,0.000552783,0.006808012,0.3873762],"study_design_scores_gemma":[0.0001707886,0.00288443,0.8076724,0.0005333978,0.0006101551,0.01985539,0.001171558,0.04060677,0.1089739,0.001053239,0.01631839,0.0001495674],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9256133,0.01821248,0.03555183,0.001196513,0.0007767541,0.0002117382,0.001649527,0.0008511857,0.01593659],"genre_scores_gemma":[0.9805147,0.003166361,0.01248877,0.0004390398,0.0004489125,0.00005108261,0.0002790515,0.0000351596,0.002576844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003182044,"threshold_uncertainty_score":0.01064503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05750118182107804,"score_gpt":0.347147711302745,"score_spread":0.289646529481667,"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."}}