{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002632112,0.000407066,0.0004599824,0.001656181,0.0004397452,0.0007818189,0.0005256254,0.000427578,0.001286889],"category_scores_gemma":[0.008926747,0.0001948126,0.000248574,0.0004983651,0.0006239907,0.0007288494,0.0003246469,0.0003925745,0.0005164492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000477689,"about_ca_system_score_gemma":0.000704311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002300455,"about_ca_topic_score_gemma":0.002719036,"domain_scores_codex":[0.9984655,0.0004948355,0.0001869193,0.0001621823,0.0005198406,0.0001707662],"domain_scores_gemma":[0.9934043,0.003218886,0.001220908,0.0003054282,0.001328788,0.0005215831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003149324,0.00004453951,0.9228513,0.0002175062,0.00003289052,0.006768566,0.0002794921,0.0001685993,0.003105122,0.0000566195,0.000499934,0.06566051],"study_design_scores_gemma":[0.00001360643,0.001098136,0.8176719,0.0005972515,0.0002311388,0.1611128,0.001368665,0.001456449,0.007884532,0.0002558373,0.008276329,0.00003342794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470081,0.04260537,0.002507491,0.0005904404,0.0001514903,0.00006571064,0.0002390757,0.00008822463,0.00674407],"genre_scores_gemma":[0.9923605,0.005108657,0.001915429,0.00007778541,0.0001534823,0.000009234034,0.0001068584,0.00001092283,0.0002571936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002632112,"threshold_uncertainty_score":0.01392013,"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."}}