{"id":"W2073188305","doi":"10.1055/s-2004-831908","title":"Vertical Breast Reduction","year":2004,"lang":"en","type":"article","venue":"Seminars in Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre","funders":"","keywords":"Medicine; Breast reduction; Reduction (mathematics); Learning curve; Resection; Popularity; Breast surgery; Surgery; General surgery; Breast cancer; Plastic surgery; Computer science; Internal medicine","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":[0.000163041,0.0001068104,0.000238019,0.0002593317,0.00003315342,0.000007822865,0.0000221244,0.000119693,0.00008298902],"category_scores_gemma":[0.00008291386,0.00009471483,0.0000767835,0.0002711506,0.0001025081,0.00007798996,0.00001122627,0.0001926488,0.00008805444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001449779,"about_ca_system_score_gemma":0.0001669437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002906168,"about_ca_topic_score_gemma":0.000002983541,"domain_scores_codex":[0.9991289,0.00001689134,0.00025225,0.0001900301,0.0001652696,0.0002465918],"domain_scores_gemma":[0.9993755,0.0003497976,0.00002412077,0.0001115752,0.00002741305,0.0001115982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.002775717,0.000982726,0.313251,0.0002748609,0.0001184291,0.001545651,0.000347516,0.0002819696,0.01062788,0.001358793,0.004803543,0.6636319],"study_design_scores_gemma":[0.001530459,0.0000697162,0.3090471,0.002325059,0.00009492215,0.6787637,0.0004526999,0.0001366803,0.006506721,0.0006490037,0.0001241682,0.0002997513],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957949,0.0001064532,0.0001708186,0.000236248,0.00318632,0.00006767548,0.000004487093,0.00005962641,0.0003734899],"genre_scores_gemma":[0.9993033,0.0000394575,0.0001941872,0.00000911439,0.0003507145,0.000007013219,0.00002795953,0.00001320782,0.00005503501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.677218,"threshold_uncertainty_score":0.3862359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323775324271423,"score_gpt":0.2385756842112546,"score_spread":0.2253379309685403,"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."}}