{"id":"W4289595418","doi":"10.1001/jamasurg.2022.2055","title":"Therapeutic Value of Sentinel Lymph Node Biopsy in Patients With Melanoma","year":2022,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Cancer Institute","keywords":"Medicine; Sentinel lymph node; Lymphadenectomy; Melanoma; Biopsy; Sentinel node; Randomized controlled trial; Dissection (medical); Surgery; Lymph node; Hazard ratio; Radiology; Internal medicine; Cancer; Confidence interval","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002464782,0.0001011625,0.0002721655,0.0003168343,0.00004737672,0.000007680821,0.00004742159,0.00002754151,0.000469647],"category_scores_gemma":[0.00002553498,0.00008633798,0.00008353559,0.0004027761,0.00002539538,0.00003080475,0.00006253507,0.0001108681,0.000009707347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107753,"about_ca_system_score_gemma":0.00006144086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009870845,"about_ca_topic_score_gemma":5.399722e-7,"domain_scores_codex":[0.9989175,0.00007837903,0.0002632144,0.0001840381,0.0003775784,0.0001793182],"domain_scores_gemma":[0.9994571,0.00009856404,0.0001141737,0.0002417271,0.00004075302,0.00004774497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008619718,0.0004935364,0.9908568,0.00006355486,0.00008022814,0.000152478,0.00007417754,0.00006137437,0.0002400706,0.00007809023,0.0003567387,0.006681004],"study_design_scores_gemma":[0.001542438,0.00004298774,0.9944438,0.0000339028,0.00004067616,0.00007165234,0.0001588537,0.0002249028,0.0001345712,0.00001458086,0.003193499,0.0000981019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966114,0.0000559088,0.00002535791,0.0004887252,0.0002599623,0.0001871378,0.000007628331,0.00003703897,0.002326829],"genre_scores_gemma":[0.9981692,0.000004783106,0.00004064875,0.0008472978,0.00003170435,0.0000337511,0.00003554436,0.00002144172,0.000815665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006582902,"threshold_uncertainty_score":0.5142305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096081310521138,"score_gpt":0.2149264362404268,"score_spread":0.2039656231352154,"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."}}