{"id":"W4416050098","doi":"10.1016/j.fsc.2025.08.014","title":"Improving Periorbital Aesthetics with Volume Augmentation","year":2025,"lang":"en","type":"review","venue":"Facial Plastic Surgery Clinics of North America","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Reduction (mathematics); Volume (thermodynamics); Eyelid; Resection; Rhytidoplasty; Blepharoplasty","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003907718,0.000936207,0.001138785,0.002658283,0.0002456548,0.0007827612,0.0006564079,0.0005542968,0.008833684],"category_scores_gemma":[0.0005581524,0.0002417732,0.0007912231,0.0017753,0.0004025073,0.0008751112,0.0005370795,0.001381184,0.0009902427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003533091,"about_ca_system_score_gemma":0.0007474825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001199562,"about_ca_topic_score_gemma":0.003554733,"domain_scores_codex":[0.9998339,0.00002194153,0.00002899494,0.00003603513,0.00006205398,0.0000169618],"domain_scores_gemma":[0.9997689,0.0001256493,0.00004949752,0.000006491306,0.00003583881,0.00001366766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008139642,0.0001182111,0.0001546935,0.02026728,0.0001316332,0.00009308947,0.00002783943,0.0001433987,0.001096964,0.0007633623,0.008431824,0.9686904],"study_design_scores_gemma":[0.0002113189,0.0006743046,0.006077733,0.01819805,0.001880491,0.004530062,0.0002220203,0.0002851474,0.002225327,0.001711033,0.9639208,0.00006376828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000357176,0.9978217,0.0001078097,0.0001126244,0.0001329544,0.000009222511,0.00002197666,0.000008497245,0.001428085],"genre_scores_gemma":[0.002783065,0.9955551,0.0003007893,0.0002333717,0.0002019527,0.00001182167,0.00003825569,0.00000297355,0.0008726803],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008833684,"threshold_uncertainty_score":0.02955157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968421609562467,"score_gpt":0.3253231233455876,"score_spread":0.2956389072499629,"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."}}