{"id":"W2066901889","doi":"10.1097/prs.0000000000001126","title":"The Impact of Postoperative Expansion Initiation Timing on Breast Expander Capsular Characteristics","year":2015,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Tissue expander; Tissue expansion; Medicine; Surgery; Internal medicine; Breast reconstruction; Breast 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007496272,0.0002257829,0.000218583,0.0002306437,0.0001085265,0.0003708397,0.0001702901,0.0002184792,0.001733947],"category_scores_gemma":[0.004593458,0.00009449342,0.0002166692,0.0001860054,0.000179505,0.0002670567,0.0001686531,0.0002898703,0.0001793829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414565,"about_ca_system_score_gemma":0.0002328913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001785285,"about_ca_topic_score_gemma":0.0002745633,"domain_scores_codex":[0.9994965,0.0001509068,0.00006329092,0.00006348594,0.0001274285,0.0000984635],"domain_scores_gemma":[0.9950977,0.002867866,0.001193275,0.0002197985,0.0002089219,0.0004124635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02442921,0.001473373,0.8590732,0.0001320869,0.0001194031,0.001105309,0.0002041893,0.0007490757,0.05561577,0.00007498451,0.000207682,0.05681568],"study_design_scores_gemma":[0.00007000194,0.01267442,0.9676388,0.00002445603,0.0001595649,0.001488514,0.0003047484,0.001095939,0.01588727,0.00003718247,0.0006035274,0.00001556419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992869,0.0003206992,0.0001717976,0.00001154781,0.000009278395,0.000009639505,0.0000205682,0.000003333231,0.0001662001],"genre_scores_gemma":[0.999629,0.0000894528,0.0001425392,0.000008432852,0.000007692395,0.000007403711,0.00003505498,0.000001867349,0.00007850046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001733947,"threshold_uncertainty_score":0.005800664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04302454916127266,"score_gpt":0.283425361483339,"score_spread":0.2404008123220664,"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."}}