{"id":"W3095883681","doi":"10.1097/cmr.0000000000000704","title":"Mapping sentinel lymph nodes in cutaneous melanoma: a vast array of perioperative imaging modalities","year":2020,"lang":"en","type":"review","venue":"Melanoma Research","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal","funders":"","keywords":"Medicine; Sentinel lymph node; Modalities; Lymphadenectomy; Melanoma; Perioperative; Dissection (medical); Radiology; Lymph; Biopsy; Lymph node; Surgery; Pathology; Cancer; Internal 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001124781,0.0006752948,0.002964726,0.002116413,0.0002047703,0.0001481181,0.0005194294,0.0002911032,0.0004503315],"category_scores_gemma":[0.0004926526,0.0005774638,0.0006451443,0.00189654,0.0003907491,0.00008764282,0.0004531525,0.001443982,0.0003384874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009744362,"about_ca_system_score_gemma":0.001044157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004860657,"about_ca_topic_score_gemma":0.00001909916,"domain_scores_codex":[0.9941754,0.0009558775,0.001395467,0.001086349,0.00136213,0.001024762],"domain_scores_gemma":[0.9976783,0.0005645392,0.0003030355,0.0008169799,0.0002991997,0.0003379806],"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":[0.0002821075,0.0004603026,0.001670196,0.04503728,0.0008844342,0.0134523,0.003891408,0.000002473761,0.0004355713,0.0004768787,0.0003637565,0.9330433],"study_design_scores_gemma":[0.001169135,0.0001316938,0.0001557294,0.01376706,0.0002384148,0.005133689,0.004989268,0.0002826006,0.00008582128,0.00002689706,0.9734586,0.0005610444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001286206,0.949122,0.0001229139,0.0006011714,0.0002764062,0.002294495,0.00005651401,0.0001208198,0.04611952],"genre_scores_gemma":[0.01358976,0.9734805,0.0003629569,0.00006310086,0.0005657371,0.0004470862,0.0001288043,0.0001849813,0.01117707],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9730949,"threshold_uncertainty_score":0.9996677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09055195913486008,"score_gpt":0.3764994686621845,"score_spread":0.2859475095273244,"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."}}