{"id":"W3041298557","doi":"10.1186/s12885-017-3236-2","title":"Gamma probe and ultrasound guided fine needle aspiration cytology of the sentinel node (GULF) trial - overview of the literature, pilot and study protocol","year":2017,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Newfoundland and Labrador; Stichting Coolsingel","keywords":"Medicine; Sentinel node; Biopsy; Sentinel lymph node; Radiology; Clinical endpoint; Seroma; Surgery; Breast cancer; Melanoma; Randomized controlled trial; Cancer; Internal medicine; Complication","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001985249,0.00009444895,0.0002206341,0.0000280144,0.0001334539,0.00003579331,0.00009948625,0.00003485104,0.00005380885],"category_scores_gemma":[0.0002009467,0.00005069474,0.00004659216,0.00007112309,0.0001053927,0.00003767173,0.0001105779,0.00008418725,2.860945e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002052379,"about_ca_system_score_gemma":0.00006514895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003175059,"about_ca_topic_score_gemma":0.00120983,"domain_scores_codex":[0.9992462,0.00007925254,0.0002602154,0.0001604028,0.0001695514,0.00008432856],"domain_scores_gemma":[0.9990664,0.00003103114,0.0003191713,0.0004706495,0.00008844312,0.0000242923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04508646,0.002791973,0.8293327,0.004867652,0.0005938925,0.00001598762,0.003959494,0.0000379451,0.08714381,0.0009897006,0.01359985,0.0115805],"study_design_scores_gemma":[0.05659876,0.001866156,0.9126634,0.0006454725,0.0003138504,0.0001403342,0.0001503332,0.0001005105,0.00600181,0.0001672924,0.0212026,0.0001494931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9313253,0.0001701292,0.0000192806,0.0006058216,0.0003307709,0.06643662,0.000008403147,0.000009901501,0.001093756],"genre_scores_gemma":[0.9837025,0.0000204108,0.00004481336,0.0001885269,0.000211677,0.01314552,7.93452e-7,0.00001063681,0.00267515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08333066,"threshold_uncertainty_score":0.2067271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068285523622123,"score_gpt":0.3800910714827501,"score_spread":0.2732625191205378,"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."}}