{"id":"W1992290207","doi":"10.1053/j.semtcvs.2009.06.003","title":"Bronchoscopic Evaluation of the Trachea and Dilation of the Trachea","year":2009,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Bronchoscopy; Airway; Dilation (metric space); Flexible bronchoscopy; Tracheobronchomalacia; Stethoscope; Radiology; Tracheal Stenosis; Surgery","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":[0.0023809,0.0001111176,0.0004153461,0.00006796843,0.00005249302,0.000004919252,0.00005224464,0.0001024311,0.000006868046],"category_scores_gemma":[0.0002206208,0.000068022,0.0004014485,0.0003261987,0.0001504572,0.00006184498,0.00001813642,0.0001630117,1.55171e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002284038,"about_ca_system_score_gemma":0.00009194888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000333591,"about_ca_topic_score_gemma":0.000006610117,"domain_scores_codex":[0.9984426,0.0003164794,0.000304492,0.0001920376,0.00061105,0.0001332822],"domain_scores_gemma":[0.9993157,0.00009586345,0.00009009728,0.0003822633,0.00008008679,0.00003601707],"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":[0.00002618014,0.00007168267,0.166201,0.0001401926,0.00008767041,9.129395e-7,0.0005256935,0.0001498404,0.0006187284,0.00001179252,0.00004166882,0.8321247],"study_design_scores_gemma":[0.0004033175,0.00003465559,0.9919607,0.0005720772,0.000634586,0.00003226249,0.0005495098,0.0004797747,0.004654349,0.0003879681,0.0002124164,0.00007835523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438031,0.05451619,0.00004546946,0.0004411345,0.0001020136,0.0003908662,0.00000280591,0.000006483001,0.0006919577],"genre_scores_gemma":[0.9984103,0.00142436,0.0000274924,0.0000529631,0.0000302803,0.000009023877,0.00000359496,0.000007297377,0.00003470041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8320463,"threshold_uncertainty_score":0.2773857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344219181002204,"score_gpt":0.278531882608693,"score_spread":0.255089690798671,"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."}}