{"id":"W4296325595","doi":"10.1002/jum.16096","title":"Ultra‐High Frequency Ultrasound in Melanoma Management","year":2022,"lang":"en","type":"article","venue":"Journal of Ultrasound in Medicine","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breslow Thickness; Ultrasound; Melanoma; Radiology; High frequency ultrasound; Ultrasonography; Population; Nuclear medicine; Cancer; Breast cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001906586,0.0002612683,0.0007912877,0.001377101,0.0001084335,0.00001592899,0.0003220873,0.00006493099,0.005198605],"category_scores_gemma":[0.0006119012,0.0002176192,0.0001424506,0.001100674,0.0001236711,0.0001201133,0.00004224625,0.001047978,0.00001537655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008774933,"about_ca_system_score_gemma":0.0000811521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002890411,"about_ca_topic_score_gemma":0.00008504989,"domain_scores_codex":[0.9965113,0.000214674,0.001342723,0.0003055314,0.001198706,0.0004270518],"domain_scores_gemma":[0.9982065,0.0006363747,0.0004778328,0.0003681954,0.00009622269,0.0002148736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006445864,0.006896059,0.4319716,0.001357674,0.001976682,0.06316242,0.01228665,0.003033777,0.3256006,0.01349939,0.09685019,0.03691912],"study_design_scores_gemma":[0.03560748,0.0117449,0.5383366,0.001521151,0.0009659118,0.07090721,0.04188972,0.00002819971,0.001797983,0.009861305,0.2862931,0.001046425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616985,0.001377534,0.0001790832,0.003634179,0.00186767,0.0006348293,0.000006315161,0.00002826399,0.03057361],"genre_scores_gemma":[0.9926462,0.001760153,0.001050953,0.001817373,0.0004656953,0.0000307983,0.00001997979,0.00003630321,0.002172526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3238026,"threshold_uncertainty_score":0.9957108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168202707465755,"score_gpt":0.2588276622425297,"score_spread":0.2471456351678721,"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."}}