{"id":"W1581883738","doi":"10.1002/cncy.20041","title":"Predictors of malignancy in thyroid fine‐needle aspirates “cyst fluid only” cases","year":2009,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Malignancy; Cyst; Pathology; Cytology; Fine-needle aspiration; Thyroid; Thyroidectomy; Cytopathology; Thyroid cancer; Radiology; Cancer; Biopsy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009060558,0.0003181645,0.0003374208,0.00155356,0.0006850411,0.0009878451,0.000672102,0.0007552627,0.001204663],"category_scores_gemma":[0.01221243,0.000338947,0.0002975689,0.0007540898,0.000837279,0.0007752583,0.0006620384,0.0004566331,0.0002367379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005941327,"about_ca_system_score_gemma":0.0008594045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00373202,"about_ca_topic_score_gemma":0.003601688,"domain_scores_codex":[0.9990772,0.0001702685,0.0001956163,0.0001404658,0.0002434914,0.0001730642],"domain_scores_gemma":[0.9898381,0.003436739,0.003955217,0.0002956201,0.001288494,0.00118577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006341327,0.00001269403,0.9976214,0.000009803909,0.000006507677,0.001108357,0.00003754973,0.00005394362,0.0003197805,0.00000697495,0.00005599606,0.0007035692],"study_design_scores_gemma":[0.00001203274,0.0001504015,0.9788839,0.00003428584,0.00005470013,0.01817618,0.000501112,0.0008823638,0.0009050509,0.00003974008,0.0003498324,0.00001042125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991471,0.0004664734,0.00006381612,0.00004181241,0.00000778274,0.00000840158,0.00004446526,0.000007513882,0.0002126812],"genre_scores_gemma":[0.9996943,0.00009164257,0.00007851217,0.000008849821,0.000009619223,0.000005245275,0.00008990656,0.000001679757,0.00002027671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00373202,"threshold_uncertainty_score":0.007420599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848377184810461,"score_gpt":0.2909108219879633,"score_spread":0.2724270501398587,"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."}}