{"id":"W4225015629","doi":"10.1002/lary.30135","title":"Influence of Grading on Management and Outcome in Mucoepidermoid Carcinoma of the Parotid—A Multi‐institutional Analysis","year":2022,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Neck dissection; Occult; Grading (engineering); Lymph node; Mucoepidermoid carcinoma; Oncology; Internal medicine; Carcinoma; Radiology; Gastroenterology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001184754,0.0001680293,0.0002181397,0.0005774153,0.0002144471,0.0004379358,0.0002071172,0.0001773399,0.0004789604],"category_scores_gemma":[0.003065891,0.000102092,0.0003800463,0.0006640203,0.0002306918,0.0002312841,0.0003853053,0.0001587501,0.0001039305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217217,"about_ca_system_score_gemma":0.0002468287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334696,"about_ca_topic_score_gemma":0.002036275,"domain_scores_codex":[0.9993312,0.0002898145,0.00007572451,0.0001011817,0.000117037,0.00008499431],"domain_scores_gemma":[0.9977008,0.0004893435,0.001195058,0.0001532159,0.0002084275,0.0002533161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009667847,0.000009370287,0.9984753,0.000004638593,0.00003565296,0.00003864479,0.00002028146,0.00004396968,0.000118047,0.000003609365,0.00004258848,0.001111208],"study_design_scores_gemma":[0.000006367499,0.0001018703,0.9992033,0.000003907292,0.00002427107,0.000240828,0.00007434644,0.0001630233,0.00008298051,0.00001059295,0.00008587479,0.000002687005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996178,0.0001170729,0.00005367223,0.00001119794,0.000001943782,0.000004137921,0.00009847068,0.000001995274,0.00009363522],"genre_scores_gemma":[0.9997914,0.00002319235,0.00002473973,0.000003864434,0.000002619807,0.000002479061,0.0001364544,7.715663e-7,0.00001451512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001334696,"threshold_uncertainty_score":0.00626564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02687777805744241,"score_gpt":0.2819348240459146,"score_spread":0.2550570459884722,"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."}}