{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004427668,0.000175294,0.0002198423,0.0007189829,0.0003596031,0.0004501963,0.0005884862,0.0003084225,0.001476391],"category_scores_gemma":[0.00344863,0.0001729217,0.0002375968,0.001296615,0.0003919072,0.0002098815,0.0003344227,0.0005266379,0.0001239539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001206727,"about_ca_system_score_gemma":0.001499349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.108126,"about_ca_topic_score_gemma":0.2410929,"domain_scores_codex":[0.99941,0.00009422276,0.00004573633,0.00007981284,0.0002550221,0.0001150871],"domain_scores_gemma":[0.99757,0.0004807239,0.001345249,0.0001059902,0.0002161215,0.0002820191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004023721,0.00000787736,0.9984949,0.000008254362,0.000007798783,0.0001539707,0.00003259017,0.00002783428,0.00006242755,0.000006878983,0.0001072456,0.001050018],"study_design_scores_gemma":[0.000004112872,0.00003586515,0.9985164,0.00001344839,0.00001713492,0.0008431391,0.0001523229,0.0001383592,0.00006269016,0.00001734049,0.0001961074,0.000002985163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976195,0.0007229343,0.00007542528,0.0001279574,0.000007914908,0.00001327648,0.0004492495,0.000005671276,0.0009780726],"genre_scores_gemma":[0.9993273,0.0001663628,0.00007767788,0.00003637253,0.000009822631,0.000003106434,0.0002805726,0.000001372892,0.00009755923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.108126,"threshold_uncertainty_score":0.2149932,"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."}}