{"id":"W2913311160","doi":"","title":"347 PEDIATRIC FINE-NEEDLE ASPIRATION CYTOLOGY: A SYSTEMATIC REVIEW.","year":2007,"lang":"en","type":"article","venue":"Journal of Investigative Medicine","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Thyroid nodules; Medicine; Malignancy; Nodule (geology); Thyroid; Radiology; Fine-needle aspiration; Biopsy; Fine needle aspiration cytology; Population; Presentation (obstetrics); Pathology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002122806,0.0002207579,0.001341855,0.0003604859,0.00005276291,0.000004625663,0.0001132877,0.00007552021,0.0001204484],"category_scores_gemma":[0.003437647,0.0001270925,0.0001752927,0.0005825349,0.0002954152,0.0001118957,0.00001613925,0.0003537407,0.00002534804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698327,"about_ca_system_score_gemma":0.000238636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001569692,"about_ca_topic_score_gemma":0.00001304803,"domain_scores_codex":[0.9973238,0.0001238101,0.001469761,0.0001568787,0.0006889813,0.0002367313],"domain_scores_gemma":[0.9969003,0.0003534125,0.001363074,0.0002366579,0.0007220313,0.0004245453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007901551,0.001989475,0.203151,0.4940068,0.003081404,0.006098577,0.006571122,0.00001419384,0.02354677,0.005975769,0.2528467,0.001927985],"study_design_scores_gemma":[0.02368839,0.03334339,0.3099716,0.5526358,0.02979496,0.008616481,0.002326395,0.00003313773,0.03178456,0.004989785,0.001918329,0.0008971361],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5927543,0.3449788,0.00120056,0.05435868,0.001054492,0.002387942,0.000005428196,0.00004754751,0.003212258],"genre_scores_gemma":[0.9810885,0.006495798,0.001440587,0.008870647,0.001754259,0.00002622764,0.00001030244,0.00002776021,0.0002858895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3883342,"threshold_uncertainty_score":0.5182682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04515260403444669,"score_gpt":0.3274716886486613,"score_spread":0.2823190846142146,"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."}}