{"id":"W4390339158","doi":"10.1001/jamaoto.2023.4049","title":"Oral Cavity Cancer Surgical and Nodal Management","year":2023,"lang":"en","type":"review","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Neck dissection; Cancer; Oral cavity; Lymph node; Sentinel node; Dissection (medical); Sentinel lymph node; Basal cell; Biopsy; Radiology; Surgery; Multidisciplinary approach; General surgery; Pathology; Internal medicine; Dentistry","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":[0.001136279,0.001029764,0.00665424,0.0007572212,0.0002811158,0.00006585818,0.0002295924,0.001048221,0.0002597338],"category_scores_gemma":[0.0001877543,0.0008132791,0.001224061,0.001037348,0.0004068339,0.0001367222,0.0006038308,0.001446409,0.0003569076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003739919,"about_ca_system_score_gemma":0.0005833721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004945748,"about_ca_topic_score_gemma":0.0002914914,"domain_scores_codex":[0.9948976,0.0004402268,0.001419141,0.001406139,0.000571182,0.001265732],"domain_scores_gemma":[0.9967502,0.001355124,0.0004234222,0.0008157543,0.0001265832,0.0005289212],"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":[0.000190955,0.0001856371,0.01646812,0.08325547,0.001964689,0.01487129,0.0000494031,4.999066e-8,1.356553e-7,0.0001350305,0.04685329,0.836026],"study_design_scores_gemma":[0.0009518298,0.00009546679,0.02032719,0.04011808,0.002275503,0.001947012,0.00001810814,0.000005587904,2.553939e-7,0.00001326597,0.9335655,0.0006821995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01911818,0.9734442,6.481218e-7,0.0009738108,0.001648122,0.001709153,0.0002205302,0.0004104551,0.002474947],"genre_scores_gemma":[0.000156394,0.9907916,0.00007030204,0.0004773838,0.001121282,0.001345178,0.0003117488,0.0002086697,0.005517433],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8867122,"threshold_uncertainty_score":0.9994318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09507021066727893,"score_gpt":0.385049470940421,"score_spread":0.289979260273142,"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."}}