{"id":"W2590750377","doi":"10.1097/prs.0000000000003056","title":"Improved Recovery Experience Achieved for Women Undergoing Implant-Based Breast Reconstruction Using an Enhanced Recovery after Surgery Model","year":2017,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alberta Cancer Foundation","keywords":"Medicine; Implant; Surgery; Breast reconstruction; Breast cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004957483,0.0002186026,0.0001867685,0.000272918,0.0001223925,0.0002744167,0.0002186655,0.0001100612,0.001989669],"category_scores_gemma":[0.0006803484,0.00007462352,0.0003253766,0.0001041698,0.0001709906,0.0001961752,0.0004652503,0.0002223542,0.0002077119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001984187,"about_ca_system_score_gemma":0.000271973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004019998,"about_ca_topic_score_gemma":0.0007074302,"domain_scores_codex":[0.9998509,0.00004290104,0.000006542093,0.00001983615,0.0000374029,0.00004244193],"domain_scores_gemma":[0.9998337,0.00002907939,0.00004884757,0.00001598741,0.00001511728,0.00005724164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0172256,0.03612395,0.4879932,0.0006467507,0.0003779756,0.002963693,0.005317084,0.004498914,0.1460836,0.00136178,0.001899793,0.2955077],"study_design_scores_gemma":[0.0006626796,0.07139666,0.8884415,0.0001228714,0.0002847679,0.003957151,0.0037894,0.010141,0.01487922,0.0004828766,0.005764523,0.00007746404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999356,0.00003392344,0.0002320996,0.00002392664,0.000002804038,0.0000265001,0.00001428321,0.000004196372,0.0003062847],"genre_scores_gemma":[0.9986172,0.00008766618,0.0007617408,0.00001467749,0.000003265112,0.00003188927,0.00005469142,0.000001410573,0.0004275839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001989669,"threshold_uncertainty_score":0.00665611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03089486465861884,"score_gpt":0.266349116067729,"score_spread":0.2354542514091102,"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."}}