{"id":"W4396214052","doi":"10.1007/s00266-024-04040-y","title":"Exploring Complication Rates: A Comparative Study of Breast Reduction and Combined Breast Reduction with Abdominoplasty","year":2024,"lang":"en","type":"article","venue":"Aesthetic Plastic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Abdominoplasty; Breast reduction; Medicine; Plastic surgery; Otorhinolaryngology; Mammaplasty; Reduction (mathematics); Breast surgery; Complication; Surgery; Liposuction; Breast cancer; General surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004073277,0.0002455896,0.0006322453,0.0004252447,0.0001099344,0.00004871413,0.00003479863,0.00005182286,0.00001035739],"category_scores_gemma":[0.00002278088,0.0001972141,0.00007484121,0.0005247777,0.0001899508,0.0002698352,0.00002056241,0.0002201971,0.00001385546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007105324,"about_ca_system_score_gemma":0.0001625533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009596715,"about_ca_topic_score_gemma":0.00000397626,"domain_scores_codex":[0.9983589,0.000118776,0.0004810068,0.0004666029,0.000330376,0.0002443442],"domain_scores_gemma":[0.9985706,0.0006900869,0.0001365081,0.0002740799,0.0001816655,0.0001470813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04344901,0.01889805,0.3668327,0.004618206,0.003997895,0.001699575,0.06455315,0.001644894,0.05085814,0.00189849,0.01876109,0.4227888],"study_design_scores_gemma":[0.005344328,0.002462458,0.8715383,0.007919873,0.001582096,0.06765245,0.0302887,0.009056744,0.002566889,0.0000738983,0.0003002121,0.001214006],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978548,0.0001672536,0.0001458848,0.0002297758,0.0009103472,0.0004148356,0.00001106208,0.0001707005,0.00009534227],"genre_scores_gemma":[0.9994703,0.00004758726,0.00003776148,0.000002875207,0.000190683,0.0001346028,0.000030473,0.00003356364,0.00005214405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5047057,"threshold_uncertainty_score":0.8042157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08133108070691494,"score_gpt":0.2759441953336288,"score_spread":0.1946131146267139,"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."}}