{"id":"W4392382730","doi":"10.1007/s00266-024-03874-w","title":"Liposuction-Only Breast Reduction: A Systematic Review of Outcomes","year":2024,"lang":"en","type":"review","venue":"Aesthetic Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Liposuction; Breast reduction; Mammaplasty; Evidence-based medicine; Otorhinolaryngology; Ptosis; Surgery; Patient satisfaction; Breast surgery; Plastic surgery; Breast cancer; MEDLINE; Checklist; Systematic review; General surgery; Alternative medicine; Cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007496879,0.0006549815,0.006650182,0.0007963884,0.0000497844,0.00002501281,0.0001260614,0.0003792408,0.0001451313],"category_scores_gemma":[0.000256255,0.0004012218,0.002248112,0.0008683572,0.0001813052,0.00006533166,0.00004304285,0.0005349966,0.0007019445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001567664,"about_ca_system_score_gemma":0.001356827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008494357,"about_ca_topic_score_gemma":5.24221e-7,"domain_scores_codex":[0.9959849,0.000255197,0.002355635,0.0005173377,0.000551533,0.0003354397],"domain_scores_gemma":[0.9968534,0.001072482,0.001032868,0.0006633863,0.0001790699,0.0001987594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006422117,0.00004970662,0.000004834948,0.703065,0.0003844995,0.00008197039,0.000004446402,9.957258e-9,1.057569e-8,0.0000405618,0.002472816,0.2938897],"study_design_scores_gemma":[0.00003794184,0.0000170556,0.000001840909,0.5218349,0.01601999,0.4541224,0.00000746935,5.581549e-7,3.84945e-8,0.000005828932,0.007774532,0.0001775059],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003739469,0.9907495,0.000007333145,0.0001241859,0.007248094,0.001432168,0.000121982,0.0001579069,0.0001213987],"genre_scores_gemma":[0.00006015984,0.9980611,0.00002771211,0.00001312464,0.0002830581,0.0002051325,0.0002463835,0.00009990563,0.001003393],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4540404,"threshold_uncertainty_score":0.999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03253028873254021,"score_gpt":0.3024559700581224,"score_spread":0.2699256813255822,"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."}}