{"id":"W4239966312","doi":"10.1097/prs.0000000000003777","title":"Late Surgical-Site Infection in Immediate Implant-Based Breast Reconstruction","year":2017,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast reconstruction; Mastectomy; Implant; Surgery; Radiation therapy; Breast implant; Population; Clinical trial; Retrospective cohort study; General surgery; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006293766,0.0004523736,0.0009741511,0.000991244,0.000496718,0.0001502143,0.000108146,0.0004046148,0.0004040439],"category_scores_gemma":[0.0002831038,0.0004168046,0.0003820329,0.0002757398,0.0007074893,0.0007034225,0.00005708067,0.0006819516,0.0001878057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002796484,"about_ca_system_score_gemma":0.0004998317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009900697,"about_ca_topic_score_gemma":0.0004411121,"domain_scores_codex":[0.9971973,0.0001515601,0.0008719253,0.0007231872,0.0003375791,0.0007183996],"domain_scores_gemma":[0.9968379,0.00128996,0.0007457517,0.0005609005,0.0002221065,0.0003434479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000974225,0.00007071628,0.6950167,0.00009627464,0.00008072988,0.0003584153,0.00001820004,0.00001210424,0.0004525482,0.00002057131,0.00004034023,0.3028592],"study_design_scores_gemma":[0.002441535,0.00005017395,0.8227861,0.0008261179,0.0001198097,0.1708702,0.00002531983,0.001092136,0.001086523,0.0002103218,0.00008495674,0.0004067673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903327,0.00003906183,0.0001480118,0.000216657,0.007110167,0.0003807593,0.0002089228,0.0001627399,0.001401011],"genre_scores_gemma":[0.9982691,0.000117881,0.0004574072,0.00001479954,0.0008086866,0.00004683228,0.0001459984,0.00004982544,0.00008948312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3024524,"threshold_uncertainty_score":0.9998284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709766378904504,"score_gpt":0.2478833929718729,"score_spread":0.2307857291828279,"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."}}