{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002920016,0.00009433512,0.0002878329,0.0001438257,0.0001231226,0.000002763111,0.0001225065,0.00001109672,0.00003926203],"category_scores_gemma":[0.00002487044,0.0000482274,0.0001079174,0.000576439,0.00009075973,0.00002010113,0.0001623694,0.0001119869,0.000001029054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006289662,"about_ca_system_score_gemma":0.00001875685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006559446,"about_ca_topic_score_gemma":0.00004460066,"domain_scores_codex":[0.9991003,0.0001077058,0.0002664553,0.000149979,0.0002642052,0.0001114064],"domain_scores_gemma":[0.9994522,0.0001045199,0.0001023144,0.0002995646,0.00001483604,0.0000265562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000055404,0.0003348061,0.988731,0.00004329131,0.0002666157,0.00003962832,0.0002222969,0.007689883,0.00002380507,0.002521263,0.00001426245,0.00005770811],"study_design_scores_gemma":[0.001181031,0.0001145605,0.9966931,0.00003873313,0.0004697432,0.00001244376,0.0001067388,0.0005582796,0.0006797361,0.00005920409,0.00004440199,0.00004198354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978883,0.0003296902,0.00000318399,0.0008920407,0.00002836998,0.0004231897,0.00002380806,0.000004570214,0.0004068191],"genre_scores_gemma":[0.9992531,0.00003708788,0.00007701796,0.0004320811,0.000006077146,0.00008445072,0.000008218305,0.00000475622,0.000097206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007962108,"threshold_uncertainty_score":0.1966656,"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."}}