{"id":"W1983413154","doi":"10.1002/ppul.21206","title":"Tracheostomy in children: A population‐based experience over 17 years","year":2010,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Subglottic stenosis; Airway obstruction; Airway; Tracheomalacia; Craniofacial; Tracheobronchomalacia; Surgery; Tracheotomy; Population; Tracheal Stenosis; Laryngomalacia; Pediatrics; Stridor","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":[0.00007507825,0.0001198856,0.0002141576,0.0002932324,0.00002871963,0.000006516192,0.0001107228,0.0002064803,0.0004943341],"category_scores_gemma":[0.00008750995,0.0001167747,0.00006477088,0.0003806099,0.00004626311,0.00006742476,0.00002027573,0.0004496588,0.00005263475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002307861,"about_ca_system_score_gemma":0.00007371323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006191982,"about_ca_topic_score_gemma":0.0001684793,"domain_scores_codex":[0.9990265,0.00001999289,0.0002358846,0.0002859359,0.0001221831,0.0003094853],"domain_scores_gemma":[0.9995423,0.00003767244,0.00006284307,0.0002387075,0.00001528074,0.0001032287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004311371,0.0002082742,0.9925911,0.000006523117,0.000003042383,0.00001759389,0.0001004991,0.000007844081,0.0002359105,0.00007488014,0.0002255862,0.0064856],"study_design_scores_gemma":[0.001260454,0.00007497826,0.9976169,0.000001401275,0.00002482804,0.00003721231,0.00001802867,0.0001498616,0.00001907202,0.0001306366,0.0005484655,0.0001181126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998123,0.0002045155,0.00002163117,0.0006704464,0.0001900207,0.0002482772,0.00000510295,0.00007704664,0.0004598884],"genre_scores_gemma":[0.9983351,0.00002550946,0.0005658838,0.0005050728,0.0003132679,0.00004386594,0.00004982613,0.00001569229,0.0001457968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006367487,"threshold_uncertainty_score":0.5412612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006149965685564333,"score_gpt":0.2594657075248303,"score_spread":0.253315741839266,"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."}}