{"id":"W2774137037","doi":"10.1002/lary.27034","title":"Management of head and neck primary unknown squamous cell carcinoma using combined positron emission tomography‐computed tomography and transoral laser microsurgery","year":2017,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital; Dalhousie University","funders":"","keywords":"Medicine; Transoral laser microsurgery; Occult; Positron emission tomography; Head and neck cancer; Radiation therapy; Radiology; Head and neck squamous-cell carcinoma; Primary tumor; Microsurgery; Cancer; Nuclear medicine; Surgery; Metastasis; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002136908,0.000220953,0.0005431853,0.0001066418,0.0004782916,0.00004361725,0.0001358086,0.00006915421,0.000006905915],"category_scores_gemma":[0.000002973761,0.000154374,0.0001169364,0.0001337699,0.0003013406,0.00009664871,0.0001702905,0.0001508899,4.899485e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001818658,"about_ca_system_score_gemma":0.00002929317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002789684,"about_ca_topic_score_gemma":0.00001921194,"domain_scores_codex":[0.9988878,0.0000530913,0.0002718339,0.0002961679,0.0001907518,0.0003003348],"domain_scores_gemma":[0.9991775,0.00004548511,0.0001375266,0.0004602854,0.00005008056,0.0001291253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00221274,0.0005710644,0.8857388,0.003039051,0.0002529433,0.0001945292,0.001103582,0.000001954086,0.09733776,0.00005222346,0.001161261,0.008334092],"study_design_scores_gemma":[0.004087659,0.0006346471,0.962001,0.0005855598,0.0003526049,0.00002237807,0.00006805718,0.0001172978,0.03124896,0.00003781017,0.0006607557,0.0001833068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989518,0.006562158,0.00001524882,0.00090972,0.0001436207,0.0005139993,0.00001390053,0.00003089013,0.00229244],"genre_scores_gemma":[0.998097,0.0003511286,0.0009747168,0.0002441922,0.00004838004,0.000008135444,0.0000103469,0.00002482613,0.0002412871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07626216,"threshold_uncertainty_score":0.6295187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778861081337512,"score_gpt":0.2646625472540796,"score_spread":0.2468739364407045,"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."}}