{"id":"W2018275652","doi":"10.1007/s00268-013-2025-6","title":"Evolution of Percutaneous Dilatational Tracheostomy—A Review of Current Techniques and Their Pitfalls","year":2013,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Percutaneous; Intensive care medicine; Cardiothoracic surgery; Vascular surgery; Critically ill; Cardiac surgery; Surgery; Acute respiratory failure; Complication; Abdominal surgery; Mechanical ventilation; Anesthesia","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":[0.0008804215,0.0002953179,0.002921614,0.0007089868,0.00002165636,0.000005019096,0.0001050649,0.00009773749,0.0001672517],"category_scores_gemma":[0.0001895964,0.0001827014,0.001084922,0.0004089373,0.0001447669,0.0001060275,0.00002395726,0.0005723174,0.000002364553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001030292,"about_ca_system_score_gemma":0.0007483381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006820494,"about_ca_topic_score_gemma":0.000001303938,"domain_scores_codex":[0.9972399,0.0001552589,0.001916325,0.0001492025,0.0003775756,0.0001617056],"domain_scores_gemma":[0.9963425,0.000710015,0.002178466,0.0001719508,0.0004586559,0.0001384208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001548673,0.0001604393,0.0001168336,0.1456594,0.0001286768,0.00002124702,0.00001385181,2.289594e-8,0.000006329555,0.00005972902,0.004113141,0.8497048],"study_design_scores_gemma":[0.00005617588,0.00006455882,0.00008508209,0.2873549,0.0007194129,0.00252187,0.0000122691,2.459579e-7,0.00000562966,0.00007170477,0.7089887,0.0001195164],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009312334,0.9987664,0.0000275105,0.0001959654,0.0001952366,0.0004456599,0.00004413677,0.000009275544,0.0002226929],"genre_scores_gemma":[0.0004923997,0.9988239,0.0002538944,0.00002491283,0.0002389227,0.00000906453,0.0000348639,0.0000285974,0.00009338094],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8495853,"threshold_uncertainty_score":0.7450349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06790839230220667,"score_gpt":0.3375492074128598,"score_spread":0.2696408151106531,"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."}}