{"id":"W3136353244","doi":"10.1016/j.prro.2021.03.003","title":"Mammographic Surveillance in Older Women With Breast Cancer in Canada and the United States: Are We Choosing Wisely?","year":2021,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care; Royal College of Physicians and Surgeons of Canada; Ontario Institute for Cancer Research; Institute for Clinical Evaluative Sciences; Cancer Care Ontario; Canadian Association of Radiation Oncology; Commonwealth Fund","keywords":"Medicine; Breast cancer; Mammography; MEDLINE; Family medicine; Gerontology; Cancer; Gynecology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001031946,0.0001170404,0.0003229188,0.0007840202,0.001361047,0.001300655,0.000655642,0.0008975732,0.001676022],"category_scores_gemma":[0.01037274,0.0001518648,0.0003283334,0.001947513,0.0006864566,0.0008004812,0.0007667606,0.001366713,0.00009662868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008703934,"about_ca_system_score_gemma":0.02195954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8891712,"about_ca_topic_score_gemma":0.9638762,"domain_scores_codex":[0.9989491,0.0001619615,0.00009499649,0.00005114379,0.0003929887,0.0003498021],"domain_scores_gemma":[0.995322,0.0005575285,0.001054822,0.00005711402,0.001234829,0.00177367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008493815,0.0001209519,0.9263923,0.0001183422,0.00005207905,0.0001736732,0.001396729,0.00007862037,0.00005392616,0.0002655784,0.01110589,0.06015703],"study_design_scores_gemma":[0.00001830359,0.0000511868,0.9861097,0.0004812043,0.00005943012,0.0001724152,0.007272139,0.0002004656,0.0000311297,0.0001881471,0.005401651,0.00001433654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8630805,0.02733671,0.0001345693,0.09313136,0.0005378536,0.00006467324,0.001255716,0.00002163996,0.01443693],"genre_scores_gemma":[0.9826093,0.01044297,0.0002467545,0.005327375,0.000229776,0.00001372139,0.0002968745,0.000005782344,0.0008273988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1108288,"threshold_uncertainty_score":0.222963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2158163809978225,"score_gpt":0.4995047629405067,"score_spread":0.2836883819426841,"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."}}