{"id":"W4319971887","doi":"10.3390/life13020489","title":"The Evolution of the Sentinel Node Biopsy in Melanoma","year":2023,"lang":"en","type":"review","venue":"Life","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emmanuel Bible College; University of Ottawa","funders":"","keywords":"Medicine; Melanoma; Sentinel lymph node; Context (archaeology); Biopsy; Wide local excision; Lymph node; Clinical trial; Adjuvant; Adjuvant therapy; Dissection (medical); Sentinel node; Clinical Practice; Surgery; Oncology; Cancer; Pathology; Internal medicine; Chemotherapy; Cancer research; Family medicine","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":[0.0002848741,0.0001506485,0.0005612826,0.000132533,0.00006471072,0.00001123694,0.0001806352,0.0001163762,0.00002213698],"category_scores_gemma":[0.0002604002,0.00007395999,0.00032414,0.0006234967,0.00005214926,0.000007070599,0.0001354702,0.0002574059,0.0001814456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001830133,"about_ca_system_score_gemma":0.0001966787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001336203,"about_ca_topic_score_gemma":0.00004922453,"domain_scores_codex":[0.9988445,0.0001068392,0.0004711695,0.0001759074,0.000238406,0.0001631472],"domain_scores_gemma":[0.9990545,0.0001259852,0.0002406482,0.0005106253,0.00002484034,0.00004342186],"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":[0.00009725965,0.0002718927,0.001243318,0.05340157,0.001364217,0.0002537773,0.0001835428,0.000006722243,0.00001535812,0.006798969,0.04203743,0.8943259],"study_design_scores_gemma":[0.0001581896,0.00001078957,0.0007589774,0.003967579,0.0003575852,0.0001113546,0.00008936935,0.0000325997,3.883132e-7,0.00002537047,0.9944165,0.00007125713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001061044,0.9915496,0.0000109629,0.0007520087,0.0009663525,0.0008996502,0.000007611924,0.0000535988,0.005654093],"genre_scores_gemma":[0.0003007883,0.9821081,0.000006871275,0.0000770085,0.0002324007,0.0000700761,0.000007625882,0.0000325721,0.01716453],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9523791,"threshold_uncertainty_score":0.3016001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0413395160526606,"score_gpt":0.3102516051793509,"score_spread":0.2689120891266902,"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."}}