{"id":"W2095375802","doi":"10.1159/000370211","title":"Fine Needle Aspiration Cytology of Lobular Breast Carcinoma and Its Variants","year":2015,"lang":"en","type":"article","venue":"Acta Cytologica","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Lobular carcinoma; Breast carcinoma; Atypia; Malignancy; Carcinoma; Invasive lobular carcinoma; Cytology; Nuclear atypia; Cytopathology; Pathology; Breast cancer; Gastroenterology; Internal medicine; Ductal carcinoma; Cancer; Immunohistochemistry","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":[0.0001967616,0.0001447286,0.0003904815,0.00009526456,0.00004476709,0.000007088448,0.00008699138,0.0001888856,0.0001627642],"category_scores_gemma":[0.0001409668,0.0001083104,0.00004842651,0.0001761234,0.00008632537,0.0000824939,0.00008713274,0.0001391305,0.00002500935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000278342,"about_ca_system_score_gemma":0.0001180671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006531387,"about_ca_topic_score_gemma":0.00001055206,"domain_scores_codex":[0.9990209,0.00006762818,0.0002574765,0.0002593806,0.0001676305,0.0002269261],"domain_scores_gemma":[0.9991618,0.00004111015,0.000110083,0.0002637627,0.0002116104,0.0002116047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001881161,0.001084271,0.6822292,0.0002374817,0.0001797101,0.0008685167,0.001011169,0.000005735984,0.2767182,0.01092135,0.006377026,0.01848614],"study_design_scores_gemma":[0.001893984,0.001108035,0.9884592,0.00002491265,0.000108068,0.003923274,0.0001740147,0.0003976358,0.002509808,0.0002659036,0.001007439,0.0001277282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919775,0.0006977991,0.00005049108,0.002678859,0.00008360587,0.0002165641,0.00002156839,0.00003725222,0.004236331],"genre_scores_gemma":[0.999048,0.000007746486,0.0003519139,0.0002416126,0.00008662503,0.000009806974,0.00003234462,0.00001153474,0.0002104108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3062299,"threshold_uncertainty_score":0.4416769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04679938645729698,"score_gpt":0.2608549161406025,"score_spread":0.2140555296833055,"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."}}