{"id":"W1887518047","doi":"10.1503/cmaj.150003","title":"Imaging for distant metastases in women with early-stage breast cancer: a population-based cohort study","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Ottawa Hospital; Queen's University","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; University of Ottawa","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Asymptomatic; Population; Breast imaging; Cohort; Radiology; Mastectomy; Cancer; Cancer registry; Mammography; Surgery; 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":[0.000616732,0.0002447723,0.000277523,0.0006842017,0.0007995025,0.0006751003,0.0005549052,0.000415059,0.001488784],"category_scores_gemma":[0.001866025,0.0004144582,0.0005046223,0.001627514,0.0004473525,0.0004595822,0.0005082919,0.0004873726,0.0002211438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002599001,"about_ca_system_score_gemma":0.002773171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3969049,"about_ca_topic_score_gemma":0.5070876,"domain_scores_codex":[0.9994848,0.00005615108,0.00003797431,0.0001220469,0.0001583507,0.0001406328],"domain_scores_gemma":[0.9987823,0.0001067262,0.0005541423,0.0001118213,0.0002346696,0.0002102859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002371871,0.00001110157,0.9994412,0.000004392875,0.00001476203,0.00003682096,0.00007119839,0.000008341118,0.00005625025,0.0000053746,0.0000790966,0.0002476546],"study_design_scores_gemma":[0.000007616554,0.00002512848,0.999496,0.0000047514,0.00001759515,0.00009626056,0.0001456794,0.00005823745,0.00000969771,0.00000594371,0.0001307146,0.000002393542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985122,0.0001420751,0.00005303644,0.00008267683,0.000003482757,0.00002679239,0.000701132,0.000002783316,0.0004758177],"genre_scores_gemma":[0.9991848,0.0001079056,0.00005594296,0.00003898303,0.000005901076,0.00001423715,0.0004446495,0.000001497834,0.0001459751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3969049,"threshold_uncertainty_score":0.7891894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006409135721495662,"score_gpt":0.2527195622740199,"score_spread":0.2463104265525242,"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."}}