{"id":"W4225369886","doi":"10.1177/01945998221099799","title":"Risk Factors Associated With Reoperative Surgery for Thyroid Malignancies: A Retrospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Marianopolis College; McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Retrospective cohort study; Neck dissection; Thyroid cancer; Thyroidectomy; Malignancy; Logistic regression; Thyroid; Cohort; Odds ratio; Surgery; Dissection (medical); Lymph; Cancer; Internal medicine; Pathology","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":[0.000552405,0.0002517432,0.0008585663,0.000144018,0.0004968072,0.00001327863,0.00008414432,0.00006249548,0.0003353172],"category_scores_gemma":[0.000378889,0.0001895202,0.0001756638,0.0003576107,0.00008024451,0.00005280489,0.00007252928,0.0002991305,0.000003390529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009829354,"about_ca_system_score_gemma":0.0002550129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00060625,"about_ca_topic_score_gemma":0.0004977805,"domain_scores_codex":[0.9980455,0.0003309999,0.0002832055,0.000597425,0.0003464796,0.0003963997],"domain_scores_gemma":[0.9984663,0.0006319055,0.0002522817,0.0003537935,0.0001913445,0.0001043664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004901133,0.001992699,0.9901884,0.000005318213,0.001761744,0.000145703,0.001504219,0.00002024544,0.0000693148,0.00007621454,0.00372876,0.00001724659],"study_design_scores_gemma":[0.003123174,0.00785283,0.9852884,0.00001422908,0.0007464926,0.00002270375,0.001901439,0.0000227997,0.0003140836,0.00003970895,0.0004796379,0.0001944876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947349,0.0003153727,0.00003198097,0.0002438578,0.0002203643,0.003518919,0.0004717676,0.0001003455,0.0003624815],"genre_scores_gemma":[0.9940879,0.00003943877,0.00002878147,0.0002267086,0.00004865763,0.004688161,0.0003142142,0.00005013877,0.0005159829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00586013,"threshold_uncertainty_score":0.7728409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917874766538608,"score_gpt":0.2599001773360256,"score_spread":0.2407214296706395,"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."}}