{"id":"W4220920677","doi":"10.1183/23120541.00001-2022","title":"Longitudinal passive cough monitoring and its implications for detecting changes in clinical status","year":2022,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Université de Montréal; Patrick J. McGovern Foundation","keywords":"Medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.07891799,0.0005133548,0.001180103,0.001042354,0.000474783,0.001863162,0.001175075,0.001360856,0.001559356],"category_scores_gemma":[0.2203765,0.0004491212,0.001750986,0.001325573,0.0009373758,0.002440894,0.001012997,0.001110024,0.0002589078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005536534,"about_ca_system_score_gemma":0.0009758985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002622178,"about_ca_topic_score_gemma":0.002194743,"domain_scores_codex":[0.9527709,0.03648156,0.003225461,0.0035381,0.003343245,0.0006407294],"domain_scores_gemma":[0.6080363,0.3251613,0.04033959,0.01793299,0.006633913,0.001895916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001142079,0.0001023359,0.9704949,0.0003308252,0.001185694,0.00005514061,0.0002641293,0.0009411521,0.000224568,0.0003021184,0.0003679862,0.02458907],"study_design_scores_gemma":[0.00005796458,0.001588519,0.9830111,0.0003983979,0.001160327,0.0002892577,0.000262536,0.01064156,0.0003174939,0.0008753405,0.001367615,0.00002982034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391906,0.02553954,0.02536688,0.003890277,0.0004599403,0.0002132799,0.002184103,0.0001153381,0.003040101],"genre_scores_gemma":[0.9931352,0.001062046,0.004400119,0.0003659267,0.0002612822,0.0001371958,0.0004203593,0.00001764551,0.0002002163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07891799,"threshold_uncertainty_score":0.4173632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4640691788858298,"score_gpt":0.5675119492898786,"score_spread":0.1034427704040488,"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."}}