{"id":"W2009250800","doi":"10.1002/jso.21465","title":"Validation of a scoring system to predict non‐sentinel lymph node metastasis in melanoma","year":2009,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Sunnybrook Health Science Centre; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Sentinel lymph node; Melanoma; Metastasis; Dissection (medical); Sentinel node; Surgery; Biopsy; Lymph node; General surgery; Radiology; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008001559,0.0007012796,0.0003959825,0.002881607,0.0004375738,0.0007887689,0.000994791,0.0004753493,0.0008452982],"category_scores_gemma":[0.01657987,0.0001680872,0.0005008787,0.001122714,0.0004747206,0.0005330822,0.0006616177,0.0005551407,0.0004257182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145646,"about_ca_system_score_gemma":0.001853692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01165128,"about_ca_topic_score_gemma":0.01483749,"domain_scores_codex":[0.9975448,0.0007208703,0.0003500941,0.0001896278,0.001028257,0.0001662999],"domain_scores_gemma":[0.9869733,0.003841026,0.001735498,0.0005562379,0.006168285,0.0007256596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003065696,0.0001410313,0.9743251,0.00004067025,0.00007043855,0.00004935426,0.00008735416,0.0009115869,0.0009297344,0.00007129007,0.0009537523,0.02211307],"study_design_scores_gemma":[0.0001456247,0.00171542,0.9717913,0.00005762736,0.0001270998,0.0005434775,0.0002760384,0.02112661,0.001933401,0.0001971541,0.002056215,0.00003010525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896274,0.0003185265,0.005582802,0.0001479597,0.00009645908,0.0007022709,0.00115334,0.00007816689,0.002293032],"genre_scores_gemma":[0.9862648,0.0001242981,0.01091059,0.00004266111,0.00003269431,0.0002741226,0.002041032,0.00001226693,0.0002975425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01165128,"threshold_uncertainty_score":0.04231685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106059807614787,"score_gpt":0.2978376439712574,"score_spread":0.2767770458951095,"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."}}