{"id":"W4367051609","doi":"10.47191/ijmscrs/v3-i4-32","title":"How to Avoid Nipple Necrosis in Lifting and Reduction Mammaplasties","year":2023,"lang":"en","type":"article","venue":"International Journal of Medical Science and Clinical Research Studies","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Breast reduction; Necrosis; Surgery; Reduction (mathematics); Blood supply; Breastfeeding; Blood loss; Complication; Fat necrosis; Mammaplasty; Internal medicine; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01290498,0.00005057874,0.0002152266,0.0006287506,0.0001381268,0.0001021502,0.0002056424,0.00006291598,0.00000863794],"category_scores_gemma":[0.02253389,0.00003186497,0.00003397626,0.0006695043,0.001587116,0.000218115,0.0003267326,0.0005766264,0.000004087878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008458828,"about_ca_system_score_gemma":0.0004012574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003758979,"about_ca_topic_score_gemma":0.00004926067,"domain_scores_codex":[0.9962319,0.00008653335,0.000396186,0.0001718062,0.002883069,0.000230468],"domain_scores_gemma":[0.9969237,0.001167827,0.0000778816,0.00004130537,0.001389489,0.000399784],"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":[0.0003475488,0.00006493313,0.07718786,0.00002879508,0.00009192419,0.0002187911,0.0007382795,5.434876e-7,0.0005992324,0.0002709165,0.004350153,0.916101],"study_design_scores_gemma":[0.006658368,0.003259541,0.8597412,0.005950535,0.00006070087,0.03566224,0.06230899,0.001837401,0.001293358,0.009101383,0.01382297,0.0003033346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8789841,0.0002624572,0.0000102144,0.1196291,0.0009961245,0.00006166081,0.000001027762,0.000005140339,0.00005022359],"genre_scores_gemma":[0.9909807,0.007725076,0.0001761717,0.00009797213,0.0007777577,0.00000248536,3.190285e-7,0.000002378018,0.0002371681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9157977,"threshold_uncertainty_score":0.9856997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2826886527505381,"score_gpt":0.5622787770730736,"score_spread":0.2795901243225355,"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."}}