{"id":"W3031338102","doi":"10.1177/0194599820925757","title":"Quality Indicators of Central Compartment Neck Dissection in Thyroid Surgery","year":2020,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Ottawa","funders":"","keywords":"Medicine; Thyroidectomy; Dissection (medical); Retrospective cohort study; Lymph node; Lymph; Surgery; Thyroid; General surgery; Cohort; 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":[0.0002884677,0.0001551026,0.0007573464,0.0002172417,0.00002615061,0.000003840118,0.00006830194,0.0001472915,0.0001461896],"category_scores_gemma":[0.0002281723,0.0001447902,0.0001882994,0.000523177,0.0001040525,0.00006031449,0.00003681567,0.0002721078,0.00003931647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004873423,"about_ca_system_score_gemma":0.0001549004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007879153,"about_ca_topic_score_gemma":0.00003370938,"domain_scores_codex":[0.9982787,0.0002247572,0.0006366255,0.0003019666,0.0001862881,0.00037167],"domain_scores_gemma":[0.9990681,0.0002561032,0.000188776,0.000209391,0.00002573015,0.0002518854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007070454,0.0002802405,0.9720686,0.0001004048,0.00004210625,0.0001202334,0.0006511215,0.000009411527,0.01969223,0.0004677435,0.005586159,0.0002747059],"study_design_scores_gemma":[0.00082686,0.0001973061,0.9866898,0.00002156858,0.00001709178,0.00004231514,0.0001203863,0.00005665528,0.007119313,0.00002129808,0.004762566,0.0001248141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950259,0.0007611603,0.00006184706,0.001724538,0.0002498147,0.0002787183,0.0000143215,0.00005390449,0.001829806],"genre_scores_gemma":[0.9983923,0.00009047254,0.00007540962,0.001129022,0.000152758,0.00001766776,0.00009479951,0.00001665848,0.00003084514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01462123,"threshold_uncertainty_score":0.5904374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03285679699342204,"score_gpt":0.2933424887549327,"score_spread":0.2604856917615107,"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."}}