{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007941878,0.00009892267,0.0006432632,0.0005023716,0.00001799992,0.00000704732,0.00008233872,0.00008912727,0.00006560352],"category_scores_gemma":[0.00005458847,0.00007788882,0.0001687086,0.0003255321,0.00001731711,0.00005223516,0.00002651087,0.0001630098,0.00001206399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004162869,"about_ca_system_score_gemma":0.0001113345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001392562,"about_ca_topic_score_gemma":0.000001026983,"domain_scores_codex":[0.9984502,0.0001029909,0.000833819,0.0001220746,0.0003146957,0.000176236],"domain_scores_gemma":[0.9990559,0.00009900129,0.0003842363,0.0001173559,0.0001642823,0.0001792117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03326329,0.008875853,0.165067,0.001796284,0.001897977,0.08195575,0.002247184,0.01551934,0.1442334,0.002882507,0.004834181,0.5374272],"study_design_scores_gemma":[0.04767465,0.01675661,0.5209749,0.003850311,0.002223844,0.08439131,0.00391051,0.005482813,0.04772633,0.000128444,0.2660541,0.0008261714],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805847,0.00006746135,0.0006403371,0.002836175,0.000376429,0.0001904711,0.000001082438,0.00001256474,0.01529074],"genre_scores_gemma":[0.998271,0.00007496679,0.001039005,0.0001807431,0.0002472493,0.000002669055,0.000001031055,0.000006977868,0.0001763698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.536601,"threshold_uncertainty_score":0.3176214,"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."}}