{"id":"W4416810686","doi":"10.1002/lary.70253","title":"Optimizing Autologous Fat Injection for Vocal Fold Medialization: Can We Improve Predictability","year":2025,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sulcus; Vocal folds; Adipose tissue; Larynx; Hyaluronic acid; Lamina propria; Fibrosis","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":[0.002360732,0.0003881432,0.001188754,0.001040561,0.0001355941,0.001457788,0.000521431,0.000808161,0.005181937],"category_scores_gemma":[0.006088818,0.0001260175,0.001209066,0.0005397774,0.0005331684,0.001644631,0.0004683013,0.0007098043,0.001061989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002933924,"about_ca_system_score_gemma":0.0007028443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004936723,"about_ca_topic_score_gemma":0.001100138,"domain_scores_codex":[0.9989296,0.0003434994,0.0002283656,0.0000982713,0.0003375891,0.0000626562],"domain_scores_gemma":[0.9974903,0.001624319,0.0006081533,0.00006457383,0.000159051,0.00005363175],"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":[0.001116527,0.0003401987,0.00351976,0.04051982,0.0005613464,0.0004141541,0.0001615614,0.0008195167,0.004654473,0.001234332,0.004210399,0.9424479],"study_design_scores_gemma":[0.002310857,0.01379888,0.06444581,0.1687555,0.01197103,0.01432971,0.002883226,0.006283178,0.03445617,0.01591646,0.6644966,0.0003525802],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02188811,0.9637728,0.004981026,0.005160578,0.0005980509,0.0001245088,0.0001250332,0.00006694754,0.003282909],"genre_scores_gemma":[0.1663894,0.8134814,0.01173914,0.004397957,0.001956218,0.0002417118,0.0002105256,0.0000717471,0.00151178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005181937,"threshold_uncertainty_score":0.0173353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442898193595993,"score_gpt":0.2881527779313785,"score_spread":0.2737237959954186,"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."}}