{"id":"W2949869070","doi":"10.1001/jamaoto.2019.1186","title":"Occult Nodal Disease and Occult Extranodal Extension in Patients With Oropharyngeal Squamous Cell Carcinoma Undergoing Primary Transoral Robotic Surgery With Neck Dissection","year":2019,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Occult; Neck dissection; Transoral robotic surgery; Surgery; Dissection (medical); Radiology; Cancer; General surgery; Internal medicine; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003949291,0.0007423458,0.002070825,0.0005859455,0.0002453683,0.00006125116,0.0001071896,0.0003290818,0.00007510187],"category_scores_gemma":[0.0001413297,0.0005736666,0.0002776206,0.000686237,0.0002813268,0.000695219,0.00007255168,0.000790459,0.00002883233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003096371,"about_ca_system_score_gemma":0.0007866981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002535061,"about_ca_topic_score_gemma":0.0003731956,"domain_scores_codex":[0.9956917,0.000277748,0.0008686021,0.001290763,0.0007224102,0.001148831],"domain_scores_gemma":[0.9971101,0.001106125,0.0002693949,0.0006300573,0.0002701077,0.0006141643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01681117,0.001202191,0.9741424,0.002980064,0.00007248837,0.002130083,0.0003325537,0.0000691766,0.0005348144,0.000003573522,0.0007486086,0.0009728621],"study_design_scores_gemma":[0.008169607,0.001362717,0.9871817,0.001458256,0.000302126,0.0002448571,0.0001082357,0.0002575172,0.0001099811,0.000003811529,0.00009247358,0.0007086939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951939,0.001601365,0.00002261454,0.0006492552,0.0005118901,0.001483497,0.00003756006,0.0001596596,0.0003402418],"genre_scores_gemma":[0.997565,0.0001449699,0.0001698699,0.001129681,0.0001819652,0.0001035821,0.0003827884,0.0001319619,0.0001901614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01303931,"threshold_uncertainty_score":0.9996715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132483768777144,"score_gpt":0.219691973541308,"score_spread":0.2083671358535365,"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."}}