{"id":"W2409044717","doi":"","title":"Postlaryngectomy pharyngocutaneous fistula: determining the risk of preoperative tracheostomy and primary tracheoesophageal puncture.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Laryngectomy; Surgery; Perioperative; Tracheoesophageal fistula; Retrospective cohort study; General surgery; Fistula; Larynx","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004853503,0.0001832093,0.0002444467,0.000520305,0.0003304071,0.0004991647,0.0002238409,0.0004490401,0.001559496],"category_scores_gemma":[0.005412493,0.0002127899,0.000321926,0.0003789136,0.0005174879,0.0004891684,0.0003100655,0.0004550263,0.0001400975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004178806,"about_ca_system_score_gemma":0.0008163517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001906213,"about_ca_topic_score_gemma":0.002978415,"domain_scores_codex":[0.9995178,0.00009980392,0.00008126393,0.00005951902,0.0001174195,0.0001243091],"domain_scores_gemma":[0.9960099,0.001347844,0.001743644,0.0001200958,0.000218847,0.000559678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006548949,0.000008506278,0.9982653,0.00000571353,0.000006634496,0.0004025265,0.00002089323,0.00002059744,0.0001254226,0.000005763754,0.00002518518,0.001047843],"study_design_scores_gemma":[0.000003371119,0.0001686086,0.992939,0.00001336329,0.00001754001,0.006049689,0.0002311381,0.0002066748,0.000239685,0.00001774539,0.0001090528,0.000004009408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991242,0.0003573302,0.0001236923,0.000030716,0.000006228454,0.000006085159,0.00003888536,0.000002066623,0.0003108312],"genre_scores_gemma":[0.9997548,0.00008520916,0.00007469572,0.000005987263,0.000007979557,0.000002893584,0.00003553612,7.122812e-7,0.00003215906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001906213,"threshold_uncertainty_score":0.005217016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248491643073924,"score_gpt":0.2169064014740424,"score_spread":0.2044214850433032,"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."}}