{"id":"W4200141702","doi":"10.22541/au.163700909.99890222/v1","title":"Prevalence of occult nodal metastases in squamous cell carcinoma of the temporal bone: A systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"","topic":"Ear and Head Tumors","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Occult; Meta-analysis; Neck dissection; Lymph node; Oncology; Stage (stratigraphy); Metastasis; Radiology; Internal medicine; Carcinoma; Cancer; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001287617,0.0003902619,0.01355291,0.0002734137,0.0000173819,0.00000654867,0.0002216165,0.0001138429,0.0008426456],"category_scores_gemma":[0.0004585915,0.0001758884,0.004212874,0.001388048,0.00009208534,0.00002838994,0.0001345425,0.0002901652,0.000003634182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003345798,"about_ca_system_score_gemma":0.0003594666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003122711,"about_ca_topic_score_gemma":0.00009143364,"domain_scores_codex":[0.995759,0.001052375,0.002118217,0.0004062083,0.0004893969,0.0001747714],"domain_scores_gemma":[0.9970298,0.0003848588,0.001179387,0.001131566,0.0001914743,0.0000829296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[8.669534e-7,0.0001072578,0.0003462622,0.9881019,0.01120769,0.00003611338,0.00002655665,8.331469e-8,1.146974e-7,0.0000252876,0.0001177273,0.00003015122],"study_design_scores_gemma":[0.0001208777,0.00005343079,0.00006432844,0.06620745,0.932568,0.0001285217,0.00003959717,0.000001223142,0.000006793351,6.097366e-7,0.0006716198,0.0001376036],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004083425,0.9960784,0.000002414941,0.00005635581,0.000009210212,0.003145062,0.0002494488,0.000004945288,0.0004133541],"genre_scores_gemma":[0.008332621,0.9868843,0.0001941088,0.0001243573,0.000005153706,0.0001660518,0.00003928209,0.00002150099,0.004232656],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9218944,"threshold_uncertainty_score":0.9264497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0855332711246006,"score_gpt":0.3522111870406411,"score_spread":0.2666779159160405,"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."}}