{"id":"W2802872784","doi":"10.3390/diagnostics8020028","title":"Fine Needle Aspiration Cytology for Neck Masses in Childhood. An Illustrative Approach","year":2018,"lang":"en","type":"review","venue":"Diagnostics","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta; Women and Children's Health Research Institute; Children's Health Research Institute","keywords":"Medicine; Thyroid; Nodule (geology); Differential diagnosis; Neck mass; Rhabdomyosarcoma; Cytology; Fine-needle aspiration; Malignancy; Radiology; Fine needle aspiration cytology; Thyroid carcinoma; Head and neck; Otorhinolaryngology; Carcinoma; Pathology; Surgery; Biopsy; Sarcoma; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001717707,0.000514203,0.001835919,0.0002722323,0.00007275895,0.0000352945,0.0001430586,0.0004451333,0.00006065095],"category_scores_gemma":[0.0007394307,0.0003787338,0.0003214564,0.0003129637,0.00008696172,0.00007670288,0.00003881685,0.0002795999,0.00004876333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515217,"about_ca_system_score_gemma":0.0003784112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003251472,"about_ca_topic_score_gemma":0.00007132742,"domain_scores_codex":[0.9979958,0.0001166128,0.0006945269,0.0006223292,0.0001709213,0.0003998344],"domain_scores_gemma":[0.997878,0.001048602,0.0002942634,0.0004781405,0.0001296551,0.0001713965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001141889,0.01687763,0.05110999,0.02583546,0.001441675,0.0006616003,0.00116318,0.00001389195,3.649554e-8,0.006939923,0.02007487,0.8757676],"study_design_scores_gemma":[0.004408105,0.007778696,0.02790379,0.01340981,0.004992188,0.0004289249,0.0001344157,0.0001020899,0.000007746726,0.00053419,0.9393238,0.000976262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001737354,0.9921778,0.0001237832,0.00006185761,0.000339494,0.003756756,0.0003786992,0.00005836679,0.001365831],"genre_scores_gemma":[0.001819649,0.9838241,0.003742467,0.0001474972,0.001060459,0.001896957,0.007351395,0.00009062339,0.00006690061],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9192489,"threshold_uncertainty_score":0.9998665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088295500209213,"score_gpt":0.3888501938025654,"score_spread":0.280020643781644,"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."}}