{"id":"W3036973720","doi":"10.1016/j.jasc.2020.06.002","title":"Small core needle biopsies in cytology practice: a survey of members of the American Society of Cytopathology","year":2020,"lang":"en","type":"article","venue":"Journal of the American Society of Cytopathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Adhesives and Sealant Council","keywords":"Cytopathology; Medicine; Core biopsy; Cytology; Biopsy; Fine-needle aspiration; General surgery; Family medicine; Pathology; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003265304,0.0001435745,0.0002418129,0.001216678,0.0006203688,0.0009142677,0.0004944623,0.0008913237,0.001870777],"category_scores_gemma":[0.00924123,0.0002719567,0.0002122499,0.001745489,0.0005827736,0.001032474,0.000824305,0.0005433578,0.0005076129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006726563,"about_ca_system_score_gemma":0.001081374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00994635,"about_ca_topic_score_gemma":0.009107576,"domain_scores_codex":[0.9970686,0.001112231,0.0003242004,0.0002978247,0.000894931,0.0003022405],"domain_scores_gemma":[0.9893372,0.002329422,0.004058636,0.0002713231,0.001765975,0.002237411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000301399,0.00008980281,0.9920985,0.00003599858,0.00001233932,0.00007441351,0.00337846,0.00002204281,0.0002464142,0.00001752546,0.000661401,0.00333303],"study_design_scores_gemma":[0.000005776734,0.0001986033,0.9869305,0.00004241092,0.000005983429,0.0002872806,0.01087161,0.000167135,0.00004190036,0.00001253177,0.00142922,0.000007123125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982033,0.0002018365,0.00005575683,0.0006297735,0.000009846828,0.00002615883,0.0001924924,0.000003679796,0.0006771559],"genre_scores_gemma":[0.9986608,0.0003761279,0.0001420973,0.0003438317,0.00001913612,0.0000354752,0.0001895548,0.000002543043,0.0002303299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00994635,"threshold_uncertainty_score":0.01977688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07309942169414001,"score_gpt":0.3201889776356872,"score_spread":0.2470895559415472,"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."}}