{"id":"W4246961442","doi":"10.1002/hed.26032","title":"The diagnostic value of cytology in parotid Warthin's tumors: international multicenter series","year":2019,"lang":"en","type":"article","venue":"Head & Neck","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Cytology; Malignancy; Radiological weapon; Radiology; Fine needle aspiration cytology; Medical diagnosis; Parotid gland; Adenolymphoma; Retrospective cohort study; Surgery; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001539908,0.0003412988,0.0003189818,0.001715289,0.0003921406,0.0007589412,0.0003625731,0.0003555784,0.001228651],"category_scores_gemma":[0.005457942,0.0002098471,0.0002304667,0.001191253,0.0005165149,0.0006030429,0.0005591759,0.0002292832,0.0003077595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003240414,"about_ca_system_score_gemma":0.0002732648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007110267,"about_ca_topic_score_gemma":0.0006328286,"domain_scores_codex":[0.9990008,0.0002974611,0.0001717519,0.0002058243,0.0002253929,0.00009875851],"domain_scores_gemma":[0.9960321,0.001055306,0.001631675,0.0003878095,0.0005025206,0.0003907067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009381535,0.00001929704,0.9967109,0.00001467155,0.00003142835,0.0004619232,0.00007776098,0.00001841909,0.00027254,0.00001065486,0.0001026273,0.002186006],"study_design_scores_gemma":[0.00003058884,0.0002780121,0.9850181,0.00004919355,0.00009375928,0.01212751,0.0005590665,0.0002478728,0.0006112809,0.00003203996,0.0009411848,0.00001139245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981942,0.001018979,0.00008337471,0.00003992804,0.000009480657,0.00001495934,0.0001641576,0.00000511872,0.0004698156],"genre_scores_gemma":[0.9994504,0.0002468377,0.00007084163,0.00001158266,0.00001657421,0.000008732899,0.0001745542,0.000002132123,0.0000183856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001715289,"threshold_uncertainty_score":0.008143842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009058677680235678,"score_gpt":0.2741121532669719,"score_spread":0.2650534755867362,"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."}}