{"id":"W3162449949","doi":"10.1097/dss.0000000000003085","title":"Sentinel Lymph Node Biopsy in High-Risk Cutaneous Squamous Cell Carcinoma: Analysis of a Large Size Retrospective Series","year":2021,"lang":"en","type":"article","venue":"Dermatologic Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Sentinel lymph node; Biopsy; Perineural invasion; Retrospective cohort study; Sentinel node; Lymphovascular invasion; Neck dissection; Radiology; Oncology; Cancer; Internal medicine; Metastasis; Surgery; Breast cancer","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":[0.0002639718,0.000313209,0.001885232,0.0004919487,0.00009596321,0.00001111971,0.00009155378,0.0001936791,0.0002779991],"category_scores_gemma":[0.001441611,0.0002854741,0.0004744985,0.002737507,0.0001630746,0.00006972181,0.0001670745,0.0002313953,0.00001627317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236681,"about_ca_system_score_gemma":0.0002778354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008152404,"about_ca_topic_score_gemma":0.0001309684,"domain_scores_codex":[0.9974024,0.00024559,0.0007895834,0.0006066302,0.0003845519,0.0005712326],"domain_scores_gemma":[0.9970248,0.001512717,0.0004088447,0.0006345849,0.0003201815,0.00009884057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000179164,0.0004313135,0.9833466,0.0002176599,0.0005064801,0.01400261,0.0003305604,0.00001982022,0.0003180717,0.0000371668,0.0005798705,0.00003070337],"study_design_scores_gemma":[0.0009654859,0.000009755737,0.9869833,0.00002964198,0.001291178,0.001776007,0.0008478391,0.0001557632,0.007579437,0.00005812783,0.00004836295,0.0002551227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936821,0.003112732,0.00002471212,0.0006630016,0.0002927788,0.0001200844,0.000181579,0.00006518373,0.001857756],"genre_scores_gemma":[0.9984928,0.0003247788,0.0003504686,0.0004037346,0.00003923481,0.00003712359,0.00009554211,0.000028747,0.0002275887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01222661,"threshold_uncertainty_score":0.9999598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028324240988541,"score_gpt":0.2373805882464478,"score_spread":0.2270973458365624,"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."}}