{"id":"W4388904652","doi":"10.1002/hed.27571","title":"Hybrid primary puncture in stapler‐assisted total laryngectomy","year":2023,"lang":"en","type":"article","venue":"Head & Neck","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Laryngectomy; Voice prosthesis; Medicine; Prosthesis; Surgery; Tracheoesophageal fistula; Fistula; Larynx","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":[0.0001003023,0.0001590398,0.000315154,0.0001518673,0.00004367387,0.00001246694,0.00005950369,0.00007149439,0.0002415573],"category_scores_gemma":[0.00004119148,0.0001271714,0.0001027443,0.0004370564,0.00003780298,0.00006707718,0.00004154505,0.0003103451,0.0004460241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006678087,"about_ca_system_score_gemma":0.0001172481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001381685,"about_ca_topic_score_gemma":0.0001183347,"domain_scores_codex":[0.9988361,0.00002563421,0.0002212496,0.0002752815,0.0002500269,0.0003917055],"domain_scores_gemma":[0.9995323,0.00004026787,0.00002918948,0.0002313905,0.00002682965,0.0001399678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001760707,0.002048885,0.4007849,0.002345776,0.0001918597,0.004596467,0.001655741,0.0001523969,0.02897734,0.000377429,0.2711738,0.2859347],"study_design_scores_gemma":[0.002358861,0.0002030185,0.953873,0.0001392819,0.00002029465,0.00008854056,0.0000939302,0.0001971135,0.0002492973,0.0001302005,0.04250364,0.0001427659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820482,0.00047563,0.000005218719,0.005709927,0.0001693186,0.00032327,0.00002158619,0.0002961274,0.01095072],"genre_scores_gemma":[0.9924281,0.0000620163,0.0001327499,0.001439482,0.0001371676,0.00003211954,0.0002816144,0.00003142626,0.005455273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5530882,"threshold_uncertainty_score":0.5732886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129872790062863,"score_gpt":0.2769105174919087,"score_spread":0.2556117895912801,"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."}}