{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001279988,0.0002170327,0.0002525835,0.0006870152,0.0001919292,0.0003589864,0.0003640115,0.0004624792,0.001170631],"category_scores_gemma":[0.003145922,0.00008001686,0.0001535375,0.0003714778,0.0002657753,0.0003088712,0.0004260821,0.000375379,0.0003078117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001865633,"about_ca_system_score_gemma":0.0004212397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003845964,"about_ca_topic_score_gemma":0.0003957806,"domain_scores_codex":[0.9991793,0.0005397212,0.00005904182,0.00004937633,0.0001288778,0.00004360647],"domain_scores_gemma":[0.9990639,0.0004521236,0.0002173296,0.00004170146,0.0001556589,0.00006932241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001166973,0.0005171269,0.1880602,0.001092297,0.00007101757,0.002719719,0.0003767237,0.000925577,0.01479941,0.0005592672,0.002827393,0.7868842],"study_design_scores_gemma":[0.0002849076,0.007737801,0.8430755,0.004138678,0.0004556253,0.0564821,0.001962938,0.008190669,0.01805891,0.003124488,0.05639977,0.00008862511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7479576,0.2160281,0.01930395,0.003360715,0.000741649,0.0003143899,0.00007495684,0.000124232,0.01209441],"genre_scores_gemma":[0.9581905,0.02646132,0.01288058,0.0006307908,0.0006710815,0.0001089078,0.00009388546,0.00001786718,0.0009451508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001279988,"threshold_uncertainty_score":0.006769359,"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."}}