{"id":"W2059940300","doi":"10.1067/mhn.2003.90","title":"Percutaneous Dilation Tracheotomy Versus Surgical Tracheotomy: Our Experience","year":2003,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Barrick Gold (Canada)","funders":"","keywords":"Medicine; Tracheotomy; Surgery; Percutaneous; Otorhinolaryngology; Subcutaneous emphysema; Intubation; Mechanical ventilation; Anesthesia; Pneumothorax","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":[0.000139324,0.0002265059,0.000388228,0.00009902472,0.0001131888,0.00001387603,0.0001017019,0.000271018,0.0006264625],"category_scores_gemma":[0.0001601174,0.0002015888,0.0001575562,0.0002171579,0.0001077967,0.0001046592,0.00001497443,0.0003721425,0.0002137965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007000972,"about_ca_system_score_gemma":0.0001013434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003611317,"about_ca_topic_score_gemma":0.00001743583,"domain_scores_codex":[0.9984372,0.0001319073,0.0003041381,0.0004373532,0.0002146121,0.0004747823],"domain_scores_gemma":[0.9992419,0.00009340285,0.00006637246,0.0003005418,0.0000558875,0.0002418727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0123907,0.005592967,0.7816817,0.0005427017,0.0006525433,0.02226899,0.01329449,0.0001536158,0.04240383,0.07131668,0.003197107,0.04650465],"study_design_scores_gemma":[0.02828488,0.005524113,0.3178125,0.0001062192,0.0006001955,0.03968231,0.009564572,0.00155633,0.007477221,0.001034371,0.586278,0.002079295],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675847,0.0004811395,0.0001213264,0.001203268,0.0004593818,0.0004140789,0.000003674668,0.0001600933,0.0295723],"genre_scores_gemma":[0.9974093,0.00004579227,0.0007914267,0.0002317569,0.0001209417,0.00004880354,0.00003131789,0.00003142404,0.001289277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5830809,"threshold_uncertainty_score":0.8220555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549812587603289,"score_gpt":0.3059041324359081,"score_spread":0.2804060065598752,"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."}}