{"id":"W4413969505","doi":"10.1007/s12105-025-01839-2","title":"Micrometastasis and Isolated Tumor Cells in Oral Squamous Cell Carcinoma: Refining Nodal Staging with Emerging Technologies","year":2025,"lang":"en","type":"review","venue":"Head and Neck Pathology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Micrometastasis; Basal cell; Otorhinolaryngology; Oral and maxillofacial surgery; NODAL; Medicine; Pathology; Cancer research; Oncology; Cancer; Internal medicine; Metastasis; Surgery","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":[0.0002590475,0.0005914547,0.003048183,0.0008375529,0.0001614722,0.0000225753,0.0001076693,0.0003419128,0.000007367796],"category_scores_gemma":[0.00006361954,0.0004351772,0.0001156449,0.0006956616,0.000270846,0.00004836965,0.0002866912,0.000910341,0.000003803143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009283164,"about_ca_system_score_gemma":0.0002640208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001087384,"about_ca_topic_score_gemma":0.0001469497,"domain_scores_codex":[0.9975656,0.0001458984,0.0006350875,0.0008753443,0.0001134762,0.0006645567],"domain_scores_gemma":[0.9990671,0.0002384757,0.0002103,0.0003495631,0.00005165747,0.00008287751],"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":[0.0001933847,0.0001622416,0.007126038,0.04658835,0.00006513337,0.00581794,0.0006112352,1.576815e-7,0.0002306849,0.00002210787,0.0002615987,0.9389212],"study_design_scores_gemma":[0.009203497,0.005004418,0.002787094,0.04567375,0.003133225,0.004626312,0.003008552,0.00002442875,0.0003643225,0.00001937939,0.9242648,0.001890223],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.103308,0.8949035,0.000007985983,0.0001680326,0.0001065554,0.0004685341,0.00007934937,0.0001356306,0.0008224515],"genre_scores_gemma":[0.0463862,0.9514799,0.001415891,0.0001347567,0.00002706086,0.0001213886,0.00003954668,0.00005558849,0.0003396625],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9370309,"threshold_uncertainty_score":0.99981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703816034303089,"score_gpt":0.3110905926126126,"score_spread":0.2840524322695817,"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."}}