{"id":"W2148681781","doi":"10.1002/dc.10067","title":"Effectiveness of fine‐needle aspiration cytology of breast: Analysis of 2,375 cases from northern Thailand","year":2002,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Fine-needle aspiration; Medical diagnosis; False positive paradox; Malignancy; Radiology; Biopsy; Cytology; Breast cancer; Predictive value; Cancer; 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":[0.000225635,0.000148563,0.0009923099,0.0003888851,0.00002174419,0.000001458358,0.00009080268,0.0001683007,0.0005691635],"category_scores_gemma":[0.0009540003,0.0001270976,0.0002362851,0.0005806323,0.0002415931,0.00002873018,0.00004509673,0.0001020868,0.000009942714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002307205,"about_ca_system_score_gemma":0.00003520606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001043659,"about_ca_topic_score_gemma":0.0006198956,"domain_scores_codex":[0.9986571,0.0002693005,0.0004740206,0.0002748468,0.0001536878,0.0001710612],"domain_scores_gemma":[0.9957932,0.00318387,0.0002777233,0.0004265425,0.0002553503,0.00006330454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002392969,0.0005920572,0.9485583,0.0001593349,0.000354903,0.0003583153,0.0002949321,0.0001505367,0.04317669,0.0001348046,0.00001178908,0.005969063],"study_design_scores_gemma":[0.001222884,0.0007810525,0.9851607,0.000144196,0.002368895,0.0004516167,0.00007600076,0.0005363607,0.00910428,0.00005784603,0.000006910875,0.00008925454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970337,0.001182031,0.0006583167,0.00007588408,0.00008080181,0.0002328413,0.0004479233,0.00001280957,0.0002757366],"genre_scores_gemma":[0.9995244,0.00003873456,0.0001275251,0.00002100293,0.00003318018,0.00002386598,0.0002035369,0.00001340717,0.00001437606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03660242,"threshold_uncertainty_score":0.6231941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01685886121036107,"score_gpt":0.2455082130713225,"score_spread":0.2286493518609614,"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."}}