{"id":"W4323348445","doi":"10.1186/s40463-022-00617-2","title":"In-hospital mortality for aspiration pneumonia in a tertiary teaching hospital: A retrospective cohort review from 2008 to 2018","year":2023,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Retrospective cohort study; Medicine; Aspiration pneumonia; Cohort; Pneumonia; General surgery; Teaching hospital; Intensive care medicine; Emergency medicine; Surgery; Internal 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001529683,0.0003065793,0.001036504,0.002655251,0.0008870609,0.00104401,0.001050766,0.0004933458,0.001536717],"category_scores_gemma":[0.004214131,0.0005147608,0.0008469045,0.005007418,0.0004188534,0.0007165997,0.0008527296,0.0004932772,0.0002481295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002671205,"about_ca_system_score_gemma":0.003040015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02960012,"about_ca_topic_score_gemma":0.04886383,"domain_scores_codex":[0.997851,0.0002428711,0.0006923208,0.0004166843,0.0005126339,0.0002844093],"domain_scores_gemma":[0.9941888,0.000800863,0.003208159,0.0002093227,0.001051641,0.0005413507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007230054,0.00002135568,0.996308,0.0005324588,0.0001262738,0.0003963583,0.0003104571,0.00001270556,0.00007340549,0.00001690429,0.0003585102,0.001771211],"study_design_scores_gemma":[0.00001270998,0.0001015532,0.9960939,0.0003918841,0.0001891058,0.00127253,0.001193283,0.00004694936,0.00005016614,0.000009699817,0.0006292186,0.000009014602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854835,0.01030821,0.0001113328,0.0001523858,0.00002603488,0.0001433916,0.00314983,0.00000824181,0.0006170248],"genre_scores_gemma":[0.9923126,0.005295337,0.0001295729,0.0001532866,0.00004143396,0.0001212017,0.00180751,0.000005311523,0.0001338442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02960012,"threshold_uncertainty_score":0.05885565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03281280365314758,"score_gpt":0.3784712742018041,"score_spread":0.3456584705486565,"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."}}