{"id":"W4396239044","doi":"10.1002/cncy.22825","title":"Is molecular testing of salivary gland FNA specimens ready for prime time?","year":2024,"lang":"en","type":"editorial","venue":"Cancer Cytopathology","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Salivary gland; Fine-needle aspiration; Malignancy; Pathology; Biopsy","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":[0.0002494591,0.0004729149,0.001317131,0.0002157315,0.00004468468,0.00001746825,0.0001623247,0.0007067527,0.0002989529],"category_scores_gemma":[0.000488523,0.0003871568,0.0002977909,0.0002024401,0.000133084,0.00002434881,0.0001031123,0.0004836196,0.0001137594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002763551,"about_ca_system_score_gemma":0.0008748097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001341753,"about_ca_topic_score_gemma":0.00000556397,"domain_scores_codex":[0.9976614,0.00005846529,0.0005935039,0.0008418852,0.0003863248,0.0004584609],"domain_scores_gemma":[0.9976791,0.000837271,0.0003028683,0.0006027218,0.0004327341,0.0001452791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003413293,0.0002527306,0.006520334,0.001155326,0.0004919576,0.002161741,0.0001567081,0.000001474972,0.002994994,0.00006403505,0.9846104,0.001248918],"study_design_scores_gemma":[0.005066474,0.003375409,0.00415112,0.002680474,0.00484229,0.000307803,0.00001457376,0.0000610421,0.02560021,0.001004917,0.9521824,0.000713258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.05768691,0.04082086,0.00006274108,0.001511822,0.8751924,0.00289457,0.01202094,0.0002926411,0.009517093],"genre_scores_gemma":[0.0318549,0.001654626,0.004032516,0.0007117982,0.9471779,0.00151836,0.003734223,0.0004408195,0.008874786],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07198554,"threshold_uncertainty_score":0.999858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03663001694965916,"score_gpt":0.3493754387816367,"score_spread":0.3127454218319776,"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."}}