{"id":"W3028128136","doi":"10.21037/jtd-20-244","title":"Direct and indirect CT imaging features of esophago-airway fistula in adults","year":2020,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Esophagus; Radiology; Airway; Malignancy; Pneumonia; Fistula; Computed tomography; Radiography; Mediastinum; Etiology; Surgery; Internal medicine","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":[0.000267713,0.0001272262,0.0004774643,0.0001747952,0.00002088381,0.000009439142,0.00009181659,0.00002273444,0.00004047064],"category_scores_gemma":[0.000653543,0.00009509285,0.0001450212,0.0002139171,0.00008080812,0.0001165467,0.00004734403,0.0002598868,0.000002589973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002028878,"about_ca_system_score_gemma":0.0001114629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006694062,"about_ca_topic_score_gemma":0.000001854054,"domain_scores_codex":[0.9989322,0.0001121714,0.0004003116,0.0001532786,0.0002461855,0.0001558592],"domain_scores_gemma":[0.9989969,0.00008331763,0.0002704513,0.000105876,0.00008365377,0.000459774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007606294,0.0004677062,0.8635837,0.002034209,0.00009261501,0.02169031,0.001483614,0.00002064199,0.001897449,0.00001646747,0.002281085,0.09882586],"study_design_scores_gemma":[0.001498948,0.0003652534,0.9889367,0.001214337,0.0002471542,0.00044094,0.0001870278,0.00009562349,0.006643785,0.0001048716,0.0001570161,0.0001083398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737507,0.02093783,0.00001072947,0.004127362,0.00009486709,0.0001284121,0.00002295717,0.00001083847,0.000916325],"genre_scores_gemma":[0.9981858,0.0002572385,0.0002879296,0.0009573594,0.0002055685,0.000001484598,0.000003604322,0.00001411708,0.00008694424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1253529,"threshold_uncertainty_score":0.3877774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102277505019286,"score_gpt":0.2991797399867806,"score_spread":0.2881569649365878,"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."}}