{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005125754,0.0003280681,0.001094064,0.0007892923,0.001868317,0.00440715,0.0009600349,0.003288122,0.005056257],"category_scores_gemma":[0.03495001,0.0002631294,0.0005003673,0.0008558142,0.003514181,0.006751427,0.0011328,0.006305204,0.00205821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047245,"about_ca_system_score_gemma":0.002438692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003900421,"about_ca_topic_score_gemma":0.01110697,"domain_scores_codex":[0.9967092,0.0009458,0.0003635918,0.0003135738,0.001216598,0.0004512716],"domain_scores_gemma":[0.9816946,0.007302671,0.00223948,0.0008656507,0.005043691,0.002854021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005338113,0.0002347196,0.1433997,0.001658248,0.000376017,0.005848692,0.004923935,0.0001796966,0.002971694,0.01378691,0.1568101,0.6692765],"study_design_scores_gemma":[0.0001480969,0.0007359275,0.152646,0.008690714,0.001205111,0.04746003,0.03365009,0.0004375702,0.001613232,0.08307207,0.6699417,0.0003994878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08964666,0.1673985,0.002192185,0.6849171,0.01406337,0.00006048315,0.0002935292,0.000142801,0.04128534],"genre_scores_gemma":[0.6184459,0.1558407,0.003929094,0.186776,0.02250325,0.00005071148,0.0003225806,0.0001463578,0.01198545],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.005125754,"threshold_uncertainty_score":0.02710795,"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."}}