{"id":"W3095282326","doi":"10.1016/j.cps.2020.09.004","title":"Hot Topics in Breast Surgery","year":2020,"lang":"en","type":"review","venue":"Clinics in Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Medicine; Breast surgery; General surgery; MEDLINE; Surgery; Breast cancer; 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":[0.001037299,0.0004954377,0.00438155,0.001096465,0.00002566477,0.00002446416,0.0001130846,0.00089632,0.0001394036],"category_scores_gemma":[0.001751884,0.0004223196,0.001027772,0.001030373,0.000114724,0.00006397173,0.00007236116,0.001469992,0.0002124158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002220414,"about_ca_system_score_gemma":0.002082305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001339606,"about_ca_topic_score_gemma":0.00001677248,"domain_scores_codex":[0.9960706,0.0002640112,0.002257281,0.0006300117,0.0002797437,0.0004983305],"domain_scores_gemma":[0.9786641,0.02014382,0.000554966,0.0003505151,0.00004530211,0.0002412766],"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":[0.00008827729,0.0001116086,0.02483676,0.009854258,0.00008218226,0.001463375,0.000008747918,1.908096e-7,4.852559e-9,0.00001320815,0.002784608,0.9607568],"study_design_scores_gemma":[0.0002952837,0.00001430315,0.006226394,0.05148035,0.0005244385,0.04667149,0.00001966638,0.00004249823,5.182186e-8,0.00002933468,0.8941353,0.0005608794],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002030336,0.9833634,0.000006864074,0.0001272733,0.01369467,0.0003986036,0.0001256043,0.00007549575,0.0001777878],"genre_scores_gemma":[0.0002576384,0.997138,0.0000305315,0.00004439004,0.001857157,0.0000469964,0.0004577946,0.00007448544,0.00009305876],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9601959,"threshold_uncertainty_score":0.9998229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09857575691296834,"score_gpt":0.3489600152376029,"score_spread":0.2503842583246346,"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."}}