{"id":"W3040733152","doi":"10.1002/jso.26119","title":"Completion lymph node dissection in patients with sentinel lymph node positive cutaneous head and neck melanoma","year":2020,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon Regional Health Authority","funders":"","keywords":"Medicine; Sentinel lymph node; Lymphadenectomy; Dissection (medical); Melanoma; Lymph node; Surgery; Biopsy; Stage (stratigraphy); Radiology; Cancer; Internal medicine","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":[0.000112815,0.000143897,0.0005397784,0.0001539786,0.00004910595,0.00001548927,0.00004619216,0.0001130765,0.00009764755],"category_scores_gemma":[0.0000318401,0.0001076479,0.00008095666,0.0001988985,0.00006652067,0.00006573484,0.00003901154,0.000240687,0.0000101731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003291229,"about_ca_system_score_gemma":0.00007066398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002623444,"about_ca_topic_score_gemma":0.000004100266,"domain_scores_codex":[0.9987223,0.0001104252,0.0004844459,0.0001890561,0.0002971196,0.0001967198],"domain_scores_gemma":[0.9991,0.000107423,0.0002910644,0.0000652817,0.0001763118,0.0002598852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0222517,0.00133187,0.9450946,0.00009252362,0.0002286151,0.0138278,0.0003540556,0.0002697464,0.0005295014,0.00007538943,0.0003118912,0.01563231],"study_design_scores_gemma":[0.01518969,0.002906517,0.9422978,0.0001487083,0.0001641959,0.01505192,0.0001877863,0.001023502,0.00004674963,0.00001170319,0.02282007,0.000151393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872493,0.00004593556,0.0001635961,0.008441889,0.0001845646,0.0001819792,0.000002722159,0.00001691383,0.003713065],"genre_scores_gemma":[0.9978241,0.0001109091,0.0003486678,0.001391832,0.0002290785,0.000002126913,0.000009794752,0.00001565537,0.00006779835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02250817,"threshold_uncertainty_score":0.4389755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136121369511189,"score_gpt":0.2618351356524556,"score_spread":0.2482229987013367,"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."}}