{"id":"W2893064348","doi":"10.1097/prs.0000000000004802","title":"Current Approaches to Prepectoral Breast Reconstruction","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Georgetown Hospital","funders":"","keywords":"Medicine; Breast reconstruction; Mastectomy; Pectoralis major muscle; Surgery; Deformity; Tissue expansion; Breast cancer; Cancer","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":[0.0003297637,0.0003909929,0.0007030629,0.0007558236,0.0002457066,0.0000573117,0.00008996551,0.0001856437,0.0007992943],"category_scores_gemma":[0.0002525821,0.0003460189,0.0002827871,0.0006688064,0.0006847935,0.0003121435,0.00006328739,0.0003813373,0.0006130966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002272595,"about_ca_system_score_gemma":0.0004477616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002690743,"about_ca_topic_score_gemma":0.00002563512,"domain_scores_codex":[0.9975128,0.0001032625,0.0006485744,0.0007622436,0.0003435154,0.0006296352],"domain_scores_gemma":[0.9979361,0.0006586452,0.0002376283,0.0003581117,0.0002845913,0.0005248877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007681593,0.00008344129,0.2213752,0.00007729063,0.0001366206,0.000009489847,0.0001070109,9.496107e-7,0.0003730292,0.0002087523,0.0005451514,0.7763149],"study_design_scores_gemma":[0.001189325,0.0002875643,0.6165386,0.001369086,0.000359352,0.3711069,0.0006008366,0.0006379756,0.005034172,0.0009121729,0.0009911004,0.0009729207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834256,0.00008139351,0.001996714,0.0001689205,0.01142853,0.0004930864,0.000121258,0.0002486662,0.002035887],"genre_scores_gemma":[0.9934291,0.00001092628,0.003376638,0.00001962,0.002931447,0.00005819309,0.00005074588,0.0000478295,0.00007550568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7753419,"threshold_uncertainty_score":0.9998992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07408038537871094,"score_gpt":0.2578822723384042,"score_spread":0.1838018869596932,"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."}}