{"id":"W4415679371","doi":"10.1016/j.suronc.2025.102311","title":"Validation of a prognostic calculator to predict recurrence and mortality in melanoma patients undergoing sentinel lymph node biopsy","year":2025,"lang":"en","type":"article","venue":"Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kelowna General Hospital; BC Cancer Agency","funders":"","keywords":"Sentinel lymph node; Melanoma; Calculator; Biopsy; Sentinel node; Lymph node; Neoplasm staging","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005017602,0.0006716307,0.0007300416,0.002123916,0.0005095406,0.001609658,0.0005873565,0.0006475649,0.000841153],"category_scores_gemma":[0.014314,0.0003151718,0.0005774687,0.001242817,0.0003267023,0.000746751,0.0006621996,0.0006370121,0.000411431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004646263,"about_ca_system_score_gemma":0.0007907219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001206641,"about_ca_topic_score_gemma":0.001487164,"domain_scores_codex":[0.9986144,0.0005620246,0.0001969334,0.0001608832,0.0003503709,0.0001153949],"domain_scores_gemma":[0.9915662,0.004252756,0.001638061,0.0005494998,0.001691131,0.0003022879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000761788,0.0001185363,0.9832128,0.00002340516,0.0001194456,0.00003386699,0.00005046801,0.0009712236,0.0007277761,0.0000823509,0.0003646938,0.01353356],"study_design_scores_gemma":[0.0001555347,0.001792419,0.9321949,0.00005340651,0.0006214587,0.0007818499,0.0002721394,0.05715879,0.004469643,0.0005049861,0.001947635,0.00004724953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945948,0.0003274926,0.003282998,0.000118023,0.00005256738,0.00007505603,0.00052741,0.0001226056,0.0008990908],"genre_scores_gemma":[0.9951298,0.00009282654,0.003715718,0.00003850117,0.00003567966,0.00005884405,0.0006301646,0.00001576803,0.0002827338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005017602,"threshold_uncertainty_score":0.02653599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679368618540748,"score_gpt":0.3059290845718201,"score_spread":0.2891353983864126,"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."}}