{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001072752,0.0002336985,0.0006344378,0.0001992117,0.00003155676,0.000005617258,0.0001080623,0.0001435649,0.0002547011],"category_scores_gemma":[0.00006669638,0.0001971768,0.0001223346,0.000307094,0.0001145314,0.00006437377,0.00002720646,0.0001482701,0.00001621038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002351974,"about_ca_system_score_gemma":0.0003042492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002694914,"about_ca_topic_score_gemma":0.0003918063,"domain_scores_codex":[0.9985415,0.00005488443,0.0004522531,0.0004036486,0.0001623444,0.0003853441],"domain_scores_gemma":[0.9992069,0.00006580407,0.0001380731,0.0003784088,0.00009144442,0.0001193651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000424342,0.0008722962,0.9260955,0.00008930598,0.00005310656,0.002872245,0.0005783278,0.00007540459,0.04903963,0.0007885051,0.004184369,0.01492695],"study_design_scores_gemma":[0.003962737,0.003999509,0.9331045,0.0003978805,0.0001855572,0.000865044,0.000114173,0.00001015355,0.05357357,0.0001926853,0.003364852,0.000229365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700869,0.02513853,0.000006857185,0.001602149,0.0003524562,0.0004177849,0.0001192776,0.00005194614,0.002224076],"genre_scores_gemma":[0.9962828,0.001923836,0.0001255132,0.0008544951,0.0002522484,0.0001338948,0.00004010689,0.00002189783,0.000365222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02619586,"threshold_uncertainty_score":0.8040636,"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."}}