{"id":"W2984443212","doi":"10.1007/s10549-019-05481-9","title":"Flat epithelial atypia: are we being too aggressive?","year":2019,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Misericordia Community Hospital; Covenant Health; University of Alberta","funders":"","keywords":"Medicine; Biopsy; Atypia; Radiology; Lobular carcinoma; Breast cancer; Radiological weapon; Mammography; Ductal carcinoma; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001322979,0.0001861456,0.0003184214,0.0001553261,0.0001942304,0.00004743453,0.00006726084,0.00008728288,0.00100228],"category_scores_gemma":[0.000005350908,0.0001233563,0.00006945286,0.0001979029,0.0001301505,0.00007246984,0.00008387063,0.0002125461,0.0002445486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00039749,"about_ca_system_score_gemma":0.0002889989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001464162,"about_ca_topic_score_gemma":0.0001437283,"domain_scores_codex":[0.9983615,0.00006085002,0.0001425395,0.0004259352,0.0004568331,0.0005523569],"domain_scores_gemma":[0.9989727,0.00006033661,0.00005534946,0.0003563636,0.00017,0.0003852404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003956399,0.0007291051,0.4992125,0.0002135151,0.0004988593,0.001218009,0.0005078439,0.000002230561,0.008191456,0.001171133,0.002771212,0.4815277],"study_design_scores_gemma":[0.006052387,0.001275121,0.9563181,0.0007375119,0.0000867526,0.001198255,0.0005192232,0.00006185839,0.002607478,0.0003045619,0.03063816,0.0002006449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806886,0.004291268,0.000001163483,0.01116675,0.0001077388,0.0006824525,0.0002107181,0.00003477383,0.002816573],"genre_scores_gemma":[0.9855705,0.003842663,0.00003552176,0.00007774891,0.0003762557,0.0001742229,0.00002633987,0.00002811841,0.009868612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4813271,"threshold_uncertainty_score":0.999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05218872426763596,"score_gpt":0.3533025881821396,"score_spread":0.3011138639145036,"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."}}