{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002267887,0.0001074727,0.0002323227,0.0002944577,0.0001353238,0.00001149306,0.0001395399,0.00005845847,0.0003922739],"category_scores_gemma":[0.0000629655,0.00007428024,0.00007573509,0.0001322341,0.0001583256,0.00005374108,0.00005510126,0.0004413206,9.931165e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002752579,"about_ca_system_score_gemma":0.0002827201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003451903,"about_ca_topic_score_gemma":0.0001232757,"domain_scores_codex":[0.9989261,0.0001234206,0.000243512,0.0001505221,0.0003832877,0.0001731486],"domain_scores_gemma":[0.9990243,0.0001615872,0.0001799809,0.00007176598,0.0002623873,0.0002999888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003345689,0.0007281271,0.9113438,0.000003828075,0.0004804293,0.07325762,0.002668065,0.0002046549,0.002983339,0.001691592,0.0008141586,0.002478733],"study_design_scores_gemma":[0.001798304,0.0008943414,0.9554967,0.00006042316,0.00003827929,0.03843357,0.001340253,0.00007568557,0.00002767015,0.00009247841,0.001663137,0.00007917544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942226,0.000090215,0.00001122853,0.004545421,0.0003146836,0.00006708626,0.0002723861,0.00000693711,0.0004694488],"genre_scores_gemma":[0.9992369,0.00003295391,0.00001571981,0.0004404049,0.00009979511,0.000005868803,0.00005153345,0.00001091764,0.0001059202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04415292,"threshold_uncertainty_score":0.4295124,"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."}}