{"id":"W4221081431","doi":"10.1016/j.otot.2022.03.001","title":"Diagnosis and management of odontogenic mediastinitis","year":2022,"lang":"en","type":"article","venue":"Operative Techniques in Otolaryngology-Head and Neck Surgery","topic":"Otolaryngology and Infectious Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Mediastinitis; Odontogenic infection; Dysphagia; Etiology; Thoracotomy; Mediastinum; Odontogenic; Mortality rate; Empyema; Surgery; Intensive care medicine; General surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005170381,0.0002023817,0.0006341716,0.0003810299,0.000190639,0.000006639804,0.00006645427,0.0001141498,0.0004438637],"category_scores_gemma":[0.00008050397,0.0001961881,0.00009417345,0.0003215026,0.0003714391,0.0001210598,0.0002821067,0.0003453051,0.000001193836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005357822,"about_ca_system_score_gemma":0.00006068446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008673064,"about_ca_topic_score_gemma":0.00003230066,"domain_scores_codex":[0.9984828,0.0002727578,0.000417018,0.0004079842,0.0001473984,0.0002720249],"domain_scores_gemma":[0.9991601,0.0003733959,0.00009710796,0.0002174656,0.00004733745,0.000104598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002161634,0.0005224699,0.9865413,0.0003226564,0.0001226313,0.0004538892,0.0002201243,2.222242e-7,0.0006423441,0.001019336,0.00136149,0.008577422],"study_design_scores_gemma":[0.0006432302,0.0006824107,0.9887018,0.0003389582,0.00009114872,0.0006239326,0.000141469,0.00001436906,0.004757443,0.0002687663,0.003538784,0.0001976415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902585,0.004947666,0.000009672792,0.0004699031,0.00009989523,0.0008842646,0.00004362187,0.0001051667,0.003181347],"genre_scores_gemma":[0.9849387,0.01153884,0.001000303,0.0008330524,0.00002653367,0.001500501,0.00004586271,0.00002245352,0.00009377362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008379781,"threshold_uncertainty_score":0.8000318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0235668115788016,"score_gpt":0.2994115001861681,"score_spread":0.2758446886073666,"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."}}