{"id":"W3097337353","doi":"10.1016/j.ejso.2020.10.027","title":"The use of indocyanine green and near-infrared fluorescence imaging to assist sentinel lymph node biopsy in cutaneous melanoma: A systematic review","year":2020,"lang":"en","type":"review","venue":"European Journal of Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Indocyanine green; Medicine; Sentinel lymph node; Melanoma; Biopsy; Sentinel node; Fluorescence-lifetime imaging microscopy; Radiology; Pathology; Fluorescence; Internal medicine; Cancer research; Cancer; Optics","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":[0.001619054,0.0003713092,0.003769863,0.0002520515,0.00007350326,0.00006547315,0.0003545624,0.00006431937,0.0000398763],"category_scores_gemma":[0.000725528,0.0002170804,0.0005370733,0.000579295,0.0001693379,0.00004596577,0.0003089237,0.0006732889,0.00005089483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002860883,"about_ca_system_score_gemma":0.0003052297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008327802,"about_ca_topic_score_gemma":8.042049e-7,"domain_scores_codex":[0.9939509,0.002268177,0.002754938,0.0003111853,0.0004164278,0.0002983626],"domain_scores_gemma":[0.9962204,0.0009364269,0.001887929,0.0003691491,0.0002058962,0.0003801958],"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":[0.0003619925,0.0001604497,0.00006403751,0.2832338,0.0005323967,0.1601326,0.00007759153,0.000001075782,0.000003638303,0.00002082499,0.001387218,0.5540243],"study_design_scores_gemma":[0.0006953931,0.0002094021,0.00003651533,0.1589762,0.001781273,0.1151572,0.00001782265,0.00003377737,8.287279e-8,5.175054e-7,0.7229611,0.0001308083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006236239,0.993793,0.00003079038,0.002742367,0.000265007,0.001228136,0.00000768539,0.00001707129,0.001853651],"genre_scores_gemma":[0.000127137,0.9977213,0.0006125619,0.0005482055,0.0001804742,0.000009376265,0.000005010569,0.00005943057,0.0007365055],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7215738,"threshold_uncertainty_score":0.885228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04314421189714129,"score_gpt":0.3055339904683476,"score_spread":0.2623897785712063,"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."}}