{"id":"W2108148857","doi":"","title":"Role of FNAC in Evaluation of Neck Masses","year":2013,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Head and Neck Anomalies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Otorhinolaryngology; Biopsy; Fine needle aspiration cytology; Surgery; Neck mass; Tuberculosis; Radiology; Fine-needle aspiration; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001320262,0.00005952877,0.0004276036,0.0003232757,0.000006052511,0.000003061506,0.00003327902,0.00003325245,0.000394885],"category_scores_gemma":[0.0006076141,0.00004392859,0.0001617583,0.0001471055,0.00002514959,0.0001589975,0.000008645825,0.000125552,0.000006059511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003507348,"about_ca_system_score_gemma":0.0003731291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001331788,"about_ca_topic_score_gemma":0.000002109752,"domain_scores_codex":[0.9984857,0.00008989701,0.0007188008,0.00004506682,0.0005599636,0.0001005545],"domain_scores_gemma":[0.998584,0.0001952553,0.0004699991,0.00008358787,0.0006021691,0.00006501082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007468489,0.0004468677,0.8480426,0.0002222326,0.00003434482,0.000002422091,0.0002639343,0.00001636845,0.02698947,0.00002616986,0.004658232,0.1192227],"study_design_scores_gemma":[0.0007098757,0.0001084193,0.9731979,0.001468511,0.00009328975,0.00003082617,0.0002497364,0.0003065504,0.01981156,0.0006130522,0.003358867,0.00005143143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924127,0.006454149,0.000003241261,0.0002522591,0.000317096,0.00009626862,0.000001047747,0.000001542965,0.0004616226],"genre_scores_gemma":[0.9992699,0.0005013219,0.00005009238,0.00001295754,0.0001448916,0.000002201153,0.000001750346,0.000005122492,0.00001174416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251553,"threshold_uncertainty_score":0.4323714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07824975392232356,"score_gpt":0.3552647017713441,"score_spread":0.2770149478490206,"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."}}