{"id":"W1973713479","doi":"10.1016/j.otohns.2008.10.031","title":"Thyroid gland management in total laryngectomy: Meta‐analysis and surgical recommendations","year":2009,"lang":"en","type":"review","venue":"Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Laryngectomy; Medicine; Thyroid; Thyroid cartilage; Thyroidectomy; Pathology; Carcinoma; Laryngeal Neoplasm; Larynx; Internal medicine; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000335062,0.0003994626,0.004868457,0.0008715368,0.00007062726,0.00001458125,0.00009386622,0.0002993162,0.0003922909],"category_scores_gemma":[0.00001424903,0.0002880383,0.001042585,0.001002455,0.00007458638,0.00003926832,0.0001357173,0.0004768804,0.00003184162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008534137,"about_ca_system_score_gemma":0.00006655218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006876054,"about_ca_topic_score_gemma":0.0003377874,"domain_scores_codex":[0.9979695,0.0002955086,0.0006107494,0.0006128254,0.0001321704,0.0003792154],"domain_scores_gemma":[0.999096,0.0002241385,0.0001429951,0.0003788171,0.00002490703,0.0001330875],"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":[0.00005613628,0.0003382412,0.0003959585,0.006140604,0.1964862,0.002811152,0.00009611991,1.904331e-7,6.314834e-8,0.0006708025,0.002112064,0.7908925],"study_design_scores_gemma":[0.00063836,0.0001771409,0.001031372,0.0003142137,0.2034586,0.0004552166,0.000006832618,0.00000276796,5.517822e-8,0.00001840279,0.793698,0.0001990353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007806125,0.9861861,0.000007107438,0.00121063,0.00006815957,0.0008446805,0.00004016547,0.00003888183,0.01152623],"genre_scores_gemma":[0.0000582109,0.9965563,0.0005559022,0.0002142682,0.00008187856,0.0003201676,0.0003173825,0.00002416794,0.001871709],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.791586,"threshold_uncertainty_score":0.9999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06332015092043428,"score_gpt":0.3749097842764911,"score_spread":0.3115896333560568,"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."}}