{"id":"W3012775682","doi":"10.1503/cjs.003519","title":"Unwarranted imaging for distant metastases in patients with newly diagnosed ductal carcinoma in situ and stage I and II breast cancer","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation; Alberta Health Services","funders":"Alberta Health Services","keywords":"Medicine; Ductal carcinoma; Stage (stratigraphy); Breast cancer; Distant metastasis; Cancer; Radiology; Oncology; Neoplasm staging; Invasive ductal carcinoma; Carcinoma in situ; Metastasis; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0000730176,0.0001137175,0.0002304761,0.0001003809,0.0000565909,0.00001646061,0.00003493361,0.00002146603,0.000005724581],"category_scores_gemma":[0.00005004394,0.00009493734,0.00003303187,0.00008872672,0.00008016707,0.00001391433,0.00001439063,0.00005318845,1.460359e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005328257,"about_ca_system_score_gemma":0.000461834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004617359,"about_ca_topic_score_gemma":0.04662371,"domain_scores_codex":[0.9993755,0.00002330175,0.0001892353,0.0001526596,0.00005393682,0.0002054283],"domain_scores_gemma":[0.9995008,0.0000320314,0.00009895429,0.00004601594,0.00007878423,0.0002434552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004115162,0.00001504318,0.996222,0.00002651056,0.00005655291,0.0001781571,0.000282511,0.00001561877,0.0005037646,0.000001321963,0.0003737058,0.001913273],"study_design_scores_gemma":[0.002039106,0.00005842507,0.9963288,0.00006970829,0.00002875707,0.00002550356,0.0003557565,0.000004670695,0.0004762362,0.000002511819,0.0004991281,0.0001113718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940794,0.003509524,0.00001007729,0.001699655,0.00005936097,0.00009621384,0.0005413716,6.184642e-7,0.000003803555],"genre_scores_gemma":[0.9994693,0.0001052513,0.00004711275,0.0002567462,0.00005928989,0.000008016414,0.00004008022,0.00001278702,0.000001463975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04200635,"threshold_uncertainty_score":0.9707729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160298708321555,"score_gpt":0.2105960298687725,"score_spread":0.198993042785557,"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."}}