{"id":"W4214712677","doi":"10.1002/hed.27023","title":"Transoral robotic surgery for the identification of unknown primary head and neck squamous cell carcinomas: Its effect on the wait and the weight","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Transoral robotic surgery; Basal cell; Head and neck; Pharynx; Surgery; Head and neck squamous-cell carcinoma; Primary treatment; Head and neck surgery; Head and neck cancer; Carcinoma; Internal medicine; Otorhinolaryngology; Radiation therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.00121553,0.0001809971,0.0005410116,0.00005195376,0.0006427455,0.00002085177,0.0001137083,0.00003685794,0.00002805352],"category_scores_gemma":[0.0001559199,0.00008572022,0.0001643697,0.000191488,0.0002181801,0.00003753064,0.00005646027,0.0002512081,0.000002454966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005735429,"about_ca_system_score_gemma":0.0001011893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009024458,"about_ca_topic_score_gemma":0.00006344769,"domain_scores_codex":[0.9984912,0.0002726793,0.0003842708,0.000279792,0.0003101698,0.0002618842],"domain_scores_gemma":[0.9956114,0.003797087,0.0001242175,0.0003603871,0.00005473382,0.00005212067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.07237232,0.004514564,0.2699759,0.03121173,0.002229762,0.0001917962,0.07062346,0.001306235,0.1013918,0.02281272,0.2750229,0.1483468],"study_design_scores_gemma":[0.01998412,0.005525511,0.8662181,0.0005474442,0.001867397,0.0001630187,0.001241347,0.007341263,0.02135122,0.0003724839,0.07475313,0.0006349708],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602509,0.01915943,0.00002134344,0.01784749,0.0003255287,0.001830196,0.00002662789,0.00002296833,0.0005155799],"genre_scores_gemma":[0.9965855,0.0006107037,0.000007605701,0.001188931,0.0001315476,0.0005464993,0.00001405904,0.00002618194,0.0008889011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5962422,"threshold_uncertainty_score":0.4943544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622085951997721,"score_gpt":0.2654659321478873,"score_spread":0.2392450726279101,"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."}}