{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008400767,0.0002100603,0.0004428304,0.00008399958,0.0001103297,0.00001589802,0.00008608717,0.0001117591,0.00002221487],"category_scores_gemma":[0.0002500566,0.000127189,0.0001919273,0.0001249938,0.0002951194,0.0002276762,0.00005270095,0.0003417206,0.000001256179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000516765,"about_ca_system_score_gemma":0.00003005645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000139362,"about_ca_topic_score_gemma":0.000001509301,"domain_scores_codex":[0.9986945,0.0002104982,0.0002958185,0.0002210201,0.00018326,0.0003949354],"domain_scores_gemma":[0.9990123,0.000292627,0.0001629179,0.0002740075,0.00009201788,0.000166165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001474311,0.0001488996,0.648869,0.00007740431,0.0003059153,0.00001701583,0.000722288,8.997047e-8,0.0007933236,0.00003011447,0.0001496536,0.3487389],"study_design_scores_gemma":[0.0006551176,0.00005235652,0.9604735,0.00001392014,0.0004339614,0.0008206114,0.00006393701,0.000002610186,0.03597147,0.00003748904,0.001351234,0.0001237998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989874,0.00428968,0.00009658959,0.00009703291,0.0001211921,0.001514906,0.00002809525,0.00006999787,0.003908478],"genre_scores_gemma":[0.9978457,0.0002204132,0.0008338126,0.0002659273,0.0001630132,0.0004367152,0.00002166981,0.0000253852,0.0001873705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3486151,"threshold_uncertainty_score":0.5186619,"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."}}