{"id":"W2152552553","doi":"10.1200/jop.2014.000125","title":"Are Physicians Choosing Wisely When Imaging for Distant Metastases in Women With Operable Breast Cancer?","year":2015,"lang":"en","type":"article","venue":"Journal of Oncology Practice","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Breast cancer; Medical physics; Mammography; MEDLINE; Cancer imaging; Cancer; Radiology; Family medicine; Oncology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005952183,0.0001441736,0.0003401417,0.00005646295,0.00006892468,0.00002704037,0.0001338857,0.00004616116,0.000003976258],"category_scores_gemma":[0.0003211331,0.0001106804,0.00004337688,0.00008173535,0.00008148986,0.00006404792,0.00004842805,0.0001487241,5.905398e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005272675,"about_ca_system_score_gemma":0.0005575333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000133158,"about_ca_topic_score_gemma":0.0002452891,"domain_scores_codex":[0.9989777,0.0001517699,0.0002650407,0.0001838505,0.0001431212,0.0002785327],"domain_scores_gemma":[0.998182,0.0001122814,0.0008426653,0.0001223322,0.0006465605,0.00009415609],"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":[0.1463039,0.008794418,0.2688601,0.0002486996,0.008374321,0.002511943,0.01736236,0.009971122,0.06388535,0.0001080805,0.1244663,0.3491134],"study_design_scores_gemma":[0.01929735,0.003112935,0.0514404,0.0003541412,0.0009724548,0.004748648,0.05102548,0.00005021063,0.004405246,0.0002967759,0.863719,0.0005773602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386029,0.008677848,0.002083978,0.04838157,0.0006619624,0.0004076725,0.0002167811,0.000009199692,0.000958067],"genre_scores_gemma":[0.9892778,0.0003808905,0.007105405,0.002592794,0.0004953429,0.00007141798,0.000005017003,0.00002642268,0.00004489694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7392527,"threshold_uncertainty_score":0.4513415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423255917959502,"score_gpt":0.3360308468531445,"score_spread":0.3117982876735496,"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."}}