{"id":"W4310249097","doi":"10.1177/10668969221137515","title":"Upgrade Rate and Predictive Factors Associated With Breast Papillary Lesions on Core Biopsy: A Canadian Experience","year":2022,"lang":"en","type":"article","venue":"International Journal of Surgical Pathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Atypia; Biopsy; Malignancy; Papilloma; Radiology; Intraductal papilloma; Breast cancer; Pathology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007409345,0.0003312464,0.0003161959,0.001196311,0.00168701,0.0008291952,0.0007297981,0.000342346,0.001418442],"category_scores_gemma":[0.002882732,0.0003565316,0.000292072,0.002062934,0.0006143317,0.0002865977,0.000722228,0.0005622188,0.0001892013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009303853,"about_ca_system_score_gemma":0.009009651,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8987198,"about_ca_topic_score_gemma":0.9244984,"domain_scores_codex":[0.9989207,0.00008406901,0.00004891861,0.0001624951,0.0004969561,0.0002869554],"domain_scores_gemma":[0.9975359,0.0002087443,0.0003682573,0.0001160805,0.001215183,0.000555738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005230618,0.00001627976,0.9939061,0.00001226286,0.00001162778,0.0003347314,0.0004351281,0.00003162718,0.0003072223,0.0000213401,0.0002642702,0.004607182],"study_design_scores_gemma":[0.000004236748,0.00004188473,0.9967372,0.00001788901,0.00001710764,0.001143401,0.001003089,0.0001764319,0.0001249212,0.00001239131,0.0007105711,0.00001090102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973871,0.000426855,0.00008955495,0.0001034962,0.000007274716,0.00002788618,0.0003774804,0.000006494582,0.001573837],"genre_scores_gemma":[0.9989516,0.0004073353,0.0001217931,0.00003671269,0.00000568669,0.000004715399,0.0002535191,0.000003373358,0.0002151776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1012802,"threshold_uncertainty_score":0.2037532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03193029879757299,"score_gpt":0.2751914203645763,"score_spread":0.2432611215670034,"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."}}