{"id":"W2003913823","doi":"10.1007/s00268-013-2077-7","title":"Impact of Preoperative Breast MRI on Surgical Decision Making and Clinical Outcomes: A Systematic Review","year":2013,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Magnetic resonance imaging; Breast cancer; Vascular surgery; Breast MRI; Cardiothoracic surgery; Radiology; Preoperative care; Surgery; Cancer; Cardiac surgery; Mammography; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.001482607,0.0004808325,0.005277115,0.0002555882,0.00004425049,0.00002502477,0.0001992843,0.0001715454,0.0000453134],"category_scores_gemma":[0.0006637478,0.0002516438,0.002909925,0.0002145214,0.0001128227,0.000008986749,0.0001286683,0.0003302006,0.000008086356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009469654,"about_ca_system_score_gemma":0.0003996464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004799629,"about_ca_topic_score_gemma":0.00000367881,"domain_scores_codex":[0.9958558,0.0007153576,0.002568388,0.0003084832,0.0003326777,0.000219295],"domain_scores_gemma":[0.9942232,0.002268414,0.002649899,0.0004048034,0.0003193755,0.0001343159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003043925,0.0006779006,0.04746458,0.4900031,0.01351051,0.0002682343,0.00001363929,0.000001306065,1.496071e-7,0.000006745746,0.01207162,0.4356778],"study_design_scores_gemma":[0.0003734937,0.0002006089,0.009825159,0.9709145,0.004664081,0.002938322,0.000005402253,1.700528e-7,1.528783e-7,0.000004714452,0.01073492,0.0003384778],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008064366,0.998149,0.000008966518,0.00003661025,0.0002553383,0.0006300444,0.00006248221,0.000002194046,0.00004890031],"genre_scores_gemma":[0.0024095,0.9970556,0.0001061602,0.00004751649,0.0002326215,0.00003196197,0.00001507016,0.00003832407,0.00006322437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4809114,"threshold_uncertainty_score":0.9999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0635492213332917,"score_gpt":0.4191617881479778,"score_spread":0.3556125668146861,"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."}}