{"id":"W4386592432","doi":"10.1097/pas.0000000000002109","title":"Comprehensive Clinical-Pathologic Assessment of Malignant Phyllodes Tumors","year":2023,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Stromal cell; Nuclear atypia; Atypia; Medicine; Phyllodes tumor; Metastasis; Pathology; Univariate analysis; Mitotic index; Breast cancer; Immunohistochemistry; Cancer; Multivariate analysis; Internal medicine; Biology; Mitosis","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":[0.0008719977,0.0003879006,0.0003380727,0.001803625,0.000490464,0.0003965892,0.0002757972,0.0002184269,0.0008856234],"category_scores_gemma":[0.00205214,0.0002598017,0.0001939851,0.0009423511,0.0003626777,0.000485071,0.0005428478,0.0002133344,0.0003474838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003698686,"about_ca_system_score_gemma":0.0004969041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002810345,"about_ca_topic_score_gemma":0.004029987,"domain_scores_codex":[0.9995072,0.0001099455,0.00008572365,0.00009134247,0.000124171,0.00008173258],"domain_scores_gemma":[0.998823,0.0001612027,0.000404965,0.00008094362,0.0003269216,0.0002029662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008466759,0.00001917817,0.9953048,0.00001167036,0.00001188692,0.0002910703,0.0000281156,0.0000728741,0.0006422098,0.000009082195,0.0001626912,0.003361825],"study_design_scores_gemma":[0.000002415924,0.00006795664,0.9977565,0.000004702438,0.00001088633,0.001484151,0.0000408029,0.0001370005,0.0002187682,0.00001111712,0.0002629219,0.000002743266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944534,0.00140015,0.0006033033,0.00005042561,0.000007694934,0.00005786819,0.0009414306,0.00004102127,0.002444847],"genre_scores_gemma":[0.9980662,0.0003842466,0.0004826726,0.00001959798,0.00001235476,0.0000229467,0.0007724772,0.000004206349,0.000235324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002810345,"threshold_uncertainty_score":0.005587995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06429065085836473,"score_gpt":0.3891882762331524,"score_spread":0.3248976253747877,"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."}}