{"id":"W2293776852","doi":"10.3747/co.23.2977","title":"Cost Implications of Unwarranted Imaging for Distant Metastasis in Women with Early-Stage Breast Cancer in Ontario","year":2016,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; University of Waterloo; Institute for Clinical Evaluative Sciences; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Stage (stratigraphy); Breast cancer; Breast imaging; Cancer; Guideline; Retrospective cohort study; Cohort; Mammography; Radiology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005761723,0.000226899,0.0002546835,0.0007825139,0.0008926032,0.0008713939,0.0007806944,0.0003174476,0.001999522],"category_scores_gemma":[0.004376768,0.0002194272,0.0005888638,0.002108988,0.0004688332,0.0003423506,0.0007762468,0.000384924,0.0001015081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02987146,"about_ca_system_score_gemma":0.016696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9124592,"about_ca_topic_score_gemma":0.9527447,"domain_scores_codex":[0.9989631,0.0001640981,0.00008261484,0.00008247856,0.0003730647,0.0003345668],"domain_scores_gemma":[0.9972178,0.0003339825,0.00144388,0.00006941719,0.0004793593,0.0004556515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001046882,0.0000200709,0.9901523,0.0001094839,0.00007456717,0.0002747557,0.0002260769,0.0005178679,0.0001001826,0.0001882814,0.001712573,0.006519255],"study_design_scores_gemma":[0.0000164118,0.00003693184,0.9966893,0.00009083018,0.00005221976,0.0002772827,0.0004391612,0.0008437114,0.00004284356,0.0000974724,0.001405074,0.000008696988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877802,0.001534622,0.000160523,0.002097673,0.00001729799,0.00006379175,0.005019555,0.0000101789,0.00331618],"genre_scores_gemma":[0.9976046,0.000716147,0.0001385468,0.0001512078,0.0000126972,0.00001511424,0.0009973295,0.000002356195,0.0003620069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08754081,"threshold_uncertainty_score":0.2167336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.051990363076507,"score_gpt":0.3625959398406369,"score_spread":0.3106055767641299,"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."}}