{"id":"W3154024826","doi":"10.1002/lary.29555","title":"Importance of Margins, Radiotherapy, and Systemic Therapy in Mucosal Melanoma of the Head and Neck","year":2021,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Radiation therapy; Retrospective cohort study; Mucosal melanoma; Head and neck; Systemic therapy; Melanoma; Internal medicine; Immunotherapy; Surgery; Oncology; Disease; Cancer","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":[0.0001872059,0.00008623098,0.0002565217,0.00003399032,0.00003075099,0.000006955158,0.0000670413,0.00003289293,0.0000533512],"category_scores_gemma":[0.00001835209,0.00004866927,0.00003883689,0.0001810053,0.0000875183,0.00001886594,0.00005056916,0.00009803982,5.483177e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000229546,"about_ca_system_score_gemma":0.0000426705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001257992,"about_ca_topic_score_gemma":0.0002675712,"domain_scores_codex":[0.9993213,0.00008533674,0.0002210334,0.0001388655,0.0001302858,0.0001031497],"domain_scores_gemma":[0.9994946,0.00004412945,0.00009098048,0.0003129281,0.00002981922,0.00002759813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009296015,0.0002784668,0.7033994,0.0007117178,0.0003072035,0.0001556707,0.002558781,0.000008101601,0.2644261,0.00145265,0.0008567649,0.02491553],"study_design_scores_gemma":[0.004148657,0.0005435201,0.9606317,0.0005583766,0.0000558398,0.001508813,0.0007339259,0.00029321,0.02274697,0.0001268206,0.008526566,0.0001256379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984349,0.01193771,0.000009603287,0.002062117,0.00009601963,0.0004057874,0.000003694473,0.000008934667,0.0011272],"genre_scores_gemma":[0.9943417,0.003839168,0.00009214882,0.0006358622,0.00003196559,0.000008902214,0.000001220002,0.00001195117,0.001037081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2572323,"threshold_uncertainty_score":0.1984675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185337618914349,"score_gpt":0.2487163339656344,"score_spread":0.2368629577764909,"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."}}