{"id":"W4367174718","doi":"10.1097/prs.0000000000010600","title":"Textured versus Smooth Tissue Expanders: A Comparison of Complications in 3526 Breast Reconstructions","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"National Cancer Institute; National Institutes of Health; Memorial Sloan-Kettering Cancer Center","keywords":"Medicine; Seroma; Implant; Surgery; Breast reconstruction; Propensity score matching; Complication; Mastectomy; Retrospective cohort study; Cohort; Breast cancer; Internal medicine; 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":[0.001409188,0.0002507183,0.0004301417,0.001483139,0.0002400793,0.0006610369,0.0002974913,0.0002764859,0.001163295],"category_scores_gemma":[0.004309177,0.0002597457,0.0009153193,0.001463913,0.0003983965,0.000292018,0.0005976916,0.0002196748,0.0001723164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003589318,"about_ca_system_score_gemma":0.0002600369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003663198,"about_ca_topic_score_gemma":0.0004852994,"domain_scores_codex":[0.998578,0.0002705979,0.0003355547,0.0002903735,0.0004186601,0.000106845],"domain_scores_gemma":[0.9948614,0.001199473,0.003273657,0.0002796273,0.0001551762,0.0002307477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005921016,0.00003824202,0.9953617,0.00004664085,0.0001179095,0.0001539068,0.00006834674,0.00008644544,0.0002397329,0.00001692551,0.0000283356,0.003249712],"study_design_scores_gemma":[0.00003587646,0.000853708,0.9960697,0.00003534494,0.0001148051,0.001778919,0.0002849643,0.0002475145,0.0003047234,0.0000232755,0.0002426593,0.000008478557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993787,0.0003022338,0.0001117407,0.000004421389,0.00000218778,0.00001176875,0.0001156265,0.000001643133,0.00007172871],"genre_scores_gemma":[0.9994642,0.000149913,0.0001225327,0.000009224337,0.000004985167,0.00001453085,0.0002052172,0.000001713494,0.00002760202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001483139,"threshold_uncertainty_score":0.007452607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05691704360807116,"score_gpt":0.3176095353686534,"score_spread":0.2606924917605823,"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."}}