{"id":"W4416366071","doi":"10.1097/moo.0000000000001097","title":"Head and neck adnexal skin cancers","year":2025,"lang":"en","type":"article","venue":"Current Opinion in Otolaryngology & Head & Neck Surgery","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Head and neck; Cancer; Head and neck cancer; Head (geology); Adjuvant; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003563918,0.000311088,0.0008853328,0.0007026272,0.0001473267,0.00002133714,0.0001115616,0.0002520313,0.0001850985],"category_scores_gemma":[0.0002558017,0.0003090122,0.000223649,0.0007416746,0.0002662045,0.0001251533,0.0001308113,0.000711004,0.00002851396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003432945,"about_ca_system_score_gemma":0.001084464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006686051,"about_ca_topic_score_gemma":0.0002802193,"domain_scores_codex":[0.9976445,0.0001515039,0.0007010734,0.000663297,0.000209959,0.0006295948],"domain_scores_gemma":[0.9985606,0.000541732,0.0001034796,0.0004656996,0.00008702242,0.0002414743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004473403,0.0002568847,0.8950384,0.0009419845,0.00005058933,0.00003379602,0.0001742764,0.000006204952,0.0000632532,0.0008331725,0.08127231,0.0208818],"study_design_scores_gemma":[0.001564495,0.00007619053,0.7724502,0.002633106,0.00002856858,0.0001345281,0.00003345108,0.0001845986,0.00004592194,0.0001960531,0.2224487,0.0002042279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578082,0.02597645,0.00005972944,0.003348267,0.01084523,0.0005836717,0.00002962753,0.00009469868,0.001254096],"genre_scores_gemma":[0.9872009,0.01016615,0.00009176461,0.00104335,0.0007274289,0.0002507365,0.0002079438,0.00003415018,0.0002775909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1411764,"threshold_uncertainty_score":0.9999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04390534564758292,"score_gpt":0.3657726044520181,"score_spread":0.3218672588044352,"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."}}