{"id":"W4280628020","doi":"10.1245/s10434-022-11761-4","title":"Evaluation of the Indications for Sentinel Node Biopsy in Early-Stage Melanoma with the Advent of Adjuvant Systemic Therapy: An International, Multicenter Study","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"National Health and Medical Research Council; National Institute for Health and Care Research","keywords":"Medicine; Sentinel node; AJCC staging system; Melanoma; Stage (stratigraphy); Oncology; Internal medicine; Lymphovascular invasion; Adjuvant therapy; Cancer; Surgical oncology; Retrospective cohort study; Sentinel lymph node; Cohort; Surgery; Metastasis; Breast cancer; Staging system; Cancer research","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":[0.002105164,0.0004485462,0.0002703753,0.0007193808,0.0003209739,0.0007102039,0.0005143895,0.0005261432,0.0008892264],"category_scores_gemma":[0.003240071,0.0003267116,0.0003897723,0.0008320893,0.0003436443,0.0005596674,0.0004012117,0.0004802107,0.0002080911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002861041,"about_ca_system_score_gemma":0.0003669682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002083926,"about_ca_topic_score_gemma":0.002621724,"domain_scores_codex":[0.9992697,0.0003053236,0.00006382261,0.0001789359,0.0001026425,0.00007957561],"domain_scores_gemma":[0.996558,0.0005580715,0.00170451,0.000204038,0.0004008127,0.0005744537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000177752,0.00004308495,0.9988782,0.000006432211,0.00002003105,0.00004757535,0.00004117889,0.00001658172,0.0001904336,0.000004666026,0.00003577316,0.0005383583],"study_design_scores_gemma":[0.00001453185,0.000171646,0.9989542,0.000006344372,0.00002631104,0.0003155664,0.0001609749,0.0001374318,0.00006092017,0.000007456927,0.0001417096,0.000002779544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993333,0.0002182588,0.00005680344,0.00001589243,0.000004500103,0.00001229059,0.0001184768,0.000001285875,0.0002391546],"genre_scores_gemma":[0.9995841,0.00009076958,0.00006583474,0.00001574366,0.00001105109,0.00001008635,0.0001651311,0.000001299519,0.00005601417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002105164,"threshold_uncertainty_score":0.01113331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09388089063332504,"score_gpt":0.3901385709964563,"score_spread":0.2962576803631312,"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."}}