{"id":"W4318915857","doi":"10.1097/prs.0000000000010054","title":"Single-Stage Suction-Assisted Lipectomy with Dermal Mastopexy: An Alternative Procedure in Repeated Reduction Mammaplasty with Questionable Nipple-Areola Complex Vascularity","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mastopexy; Medicine; Plastic surgery; Liposuction; Surgery; Mammaplasty; Vascularity; Areola; General surgery","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":[0.0004743341,0.0004803698,0.0008372798,0.0008913896,0.0005394198,0.00006591193,0.0001109401,0.0001437424,0.0007482615],"category_scores_gemma":[0.0001265083,0.0004141825,0.0001360512,0.001211204,0.0005155734,0.0006562341,0.00006483878,0.0009571736,0.000006695879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008663057,"about_ca_system_score_gemma":0.0008814992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007023087,"about_ca_topic_score_gemma":0.0005007439,"domain_scores_codex":[0.9965523,0.000442121,0.0006662529,0.001000496,0.0007125867,0.0006262339],"domain_scores_gemma":[0.9979522,0.0004732372,0.0005121815,0.0003555118,0.000421163,0.0002856673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01365245,0.001517049,0.9235001,0.0003886974,0.0008852849,0.001671125,0.000692989,0.005059657,0.00454517,0.0002714645,0.000157721,0.04765829],"study_design_scores_gemma":[0.004949905,0.001155236,0.5415955,0.0005961674,0.0003582779,0.4374388,0.005423493,0.004280285,0.002761217,0.0001147929,0.0003592692,0.0009670571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959995,0.00003598096,0.0009445312,0.0001236291,0.001155523,0.0008659583,0.0002056892,0.0002415302,0.0004276723],"genre_scores_gemma":[0.9953349,0.00000478745,0.00287696,0.00002053385,0.0003099329,0.0002594192,0.0008683285,0.00007296284,0.0002522413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4357677,"threshold_uncertainty_score":0.999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03105398607317415,"score_gpt":0.2387157842879871,"score_spread":0.207661798214813,"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."}}