{"id":"W4311305115","doi":"10.1002/hed.27262","title":"Practice patterns for positive sentinel lymph node in head and neck melanoma","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Otorhinolaryngology; Sentinel lymph node; Melanoma; Neck dissection; Dissection (medical); Head and neck; Lymph node; General surgery; Surgery; Cheek; Biopsy; Radiology; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001942111,0.0001385973,0.0002389401,0.000148129,0.0001560675,0.00002596168,0.0000516397,0.00003638162,0.0002100544],"category_scores_gemma":[0.00009042709,0.0001454587,0.00006388418,0.0001562011,0.0000200091,0.00006801528,0.0001270936,0.0001668272,0.0000185306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001914035,"about_ca_system_score_gemma":0.00004507308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005715132,"about_ca_topic_score_gemma":0.0000833466,"domain_scores_codex":[0.9988621,0.00006882875,0.00023682,0.0003313191,0.0002240237,0.0002768534],"domain_scores_gemma":[0.999438,0.0001158719,0.00008105058,0.000211265,0.00004920147,0.0001045963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01838396,0.005984076,0.8335971,0.001984431,0.0009397069,0.009583957,0.00850567,0.0003051108,0.01104473,0.005234695,0.02389051,0.08054612],"study_design_scores_gemma":[0.0109641,0.001036355,0.6619502,0.0001903861,0.0002408721,0.004654426,0.003603087,0.004320755,0.0003966781,0.0001112494,0.3121268,0.0004051514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798875,0.0001805243,0.0002408039,0.0109255,0.0002748702,0.0007907126,0.00004066875,0.00006570349,0.007593717],"genre_scores_gemma":[0.9876722,0.00003986184,0.0007024067,0.007221742,0.0001317857,0.0002074485,0.00006234934,0.00003199145,0.003930252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2882363,"threshold_uncertainty_score":0.5931632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774682828018126,"score_gpt":0.2919632704883096,"score_spread":0.2742164422081284,"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."}}