{"id":"W4220832855","doi":"10.1093/asjof/ojac019","title":"A Simplified Approach to Breast Reduction Using the Medial Pedicle","year":2022,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal Open Forum","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Medicine; Breast reduction; Reduction (mathematics); Mammaplasty; Surgery","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":[0.001548468,0.0001448096,0.0003252064,0.0002093575,0.00120899,0.0001516795,0.0002706088,0.00004450949,0.0002861233],"category_scores_gemma":[0.000007204699,0.0000975513,0.000192739,0.0004657924,0.00007470803,0.0002060719,0.00025033,0.0005612473,0.00001379775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001789847,"about_ca_system_score_gemma":0.0004182627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008632302,"about_ca_topic_score_gemma":0.000001509472,"domain_scores_codex":[0.9982241,0.0002314665,0.0004217821,0.0002114382,0.0004981566,0.0004130566],"domain_scores_gemma":[0.9991328,0.00004651775,0.0002229571,0.0002370616,0.00008682493,0.0002738568],"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":[0.001833982,0.0004121688,0.005296573,0.000004999007,0.00007590118,0.0001202511,0.0008459389,0.0006022169,0.000637195,0.0002940516,0.119266,0.8706107],"study_design_scores_gemma":[0.0005860773,0.00007432004,0.0003609293,0.00003313752,0.00005933886,0.9783787,0.00513247,0.000338768,0.00008355988,0.0002974468,0.01452029,0.0001349963],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519312,0.00006925611,0.0003289258,0.04338813,0.002430734,0.00052319,0.00001140718,0.00002264305,0.001294486],"genre_scores_gemma":[0.9979924,0.000005229048,0.0004944914,0.0008998616,0.0001930207,0.00003358403,0.0000165901,0.00003206695,0.0003327628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9782584,"threshold_uncertainty_score":0.9298695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05221478701053821,"score_gpt":0.2916528743776935,"score_spread":0.2394380873671553,"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."}}