{"id":"W3096017934","doi":"10.1007/s10549-020-06009-2","title":"A scoping review characterizing \"Choosing Wisely®\" recommendations for breast cancer management","year":2020,"lang":"en","type":"review","venue":"Breast Cancer Research and Treatment","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health; Ottawa Regional Cancer Foundation; University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Psychological intervention; Breast cancer; MEDLINE; Modalities; Family medicine; Systematic review; Mammography; Inclusion (mineral); Data extraction; Health care; Cancer; Nursing; Psychology; Internal medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002991579,0.000769491,0.00269833,0.0004138675,0.002449987,0.0001322909,0.0004270026,0.0003391247,0.001372683],"category_scores_gemma":[0.0001303004,0.0005951594,0.0003707085,0.0009749607,0.0001444921,0.0004099075,0.000497739,0.001468785,0.0001947357],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005000319,"about_ca_system_score_gemma":0.005782485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005397131,"about_ca_topic_score_gemma":0.00206136,"domain_scores_codex":[0.990263,0.003977207,0.001790601,0.00145506,0.0007436092,0.001770536],"domain_scores_gemma":[0.9941813,0.002216066,0.001054181,0.000763039,0.000801409,0.0009840172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000947057,0.0001260794,0.00006627892,0.287826,0.0005793499,0.00002348227,0.0001928063,7.836404e-9,1.007638e-7,0.0001581694,0.003071361,0.7078617],"study_design_scores_gemma":[0.0005577194,0.00008132111,0.0001340442,0.4310056,0.0006460747,0.00003462223,0.0001591687,9.846625e-7,6.544603e-8,0.00001864374,0.567095,0.0002667117],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003071395,0.8754756,0.00001317237,0.09518198,0.0005559832,0.02015207,0.008213408,0.0001087371,0.0002959985],"genre_scores_gemma":[0.000005241549,0.9367168,0.0003148722,0.002392369,0.001510007,0.05742968,0.0005581451,0.0001703036,0.000902575],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.707595,"threshold_uncertainty_score":0.9998538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8474534319292549,"score_gpt":0.6897045344676153,"score_spread":0.1577488974616397,"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."}}