{"id":"W4409251514","doi":"10.1055/a-2577-2805","title":"When Reductive Rhinoplasty Goes Wrong and How to Make it Right","year":2025,"lang":"en","type":"article","venue":"Facial Plastic Surgery","topic":"Nasal Surgery and Airway Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Interface Biologics (Canada); University of Toronto","funders":"","keywords":"Medicine; Rhinoplasty; Deformity; Nose; Dorsum; Reduction (mathematics); Surgery; Resection; Anatomy","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":[0.0002802318,0.0002456172,0.0006336422,0.000329232,0.0002282216,0.0000505592,0.00004580316,0.0001077208,0.0001623939],"category_scores_gemma":[0.003859356,0.0002014403,0.0001313531,0.0003356459,0.0001503838,0.00009063576,0.0001067086,0.0001925011,0.00005527348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005955391,"about_ca_system_score_gemma":0.0001526995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002713588,"about_ca_topic_score_gemma":0.00006218187,"domain_scores_codex":[0.9986285,0.000052041,0.0002464802,0.0004228094,0.0002435343,0.0004066197],"domain_scores_gemma":[0.9961087,0.003353064,0.00005830079,0.0001694412,0.0001116469,0.0001988733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001276862,0.000180739,0.4127317,0.0002521844,0.0005229334,0.0002835853,0.0007181888,0.000006351711,0.002264888,0.0004917695,0.5482091,0.03306169],"study_design_scores_gemma":[0.0005436196,0.0001142976,0.4291014,0.0007558473,0.0002281762,0.00002959985,0.0009027801,0.00002195205,0.004056199,0.0004106933,0.563408,0.0004274531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772315,0.0003822803,0.0005533101,0.01254891,0.004136352,0.0002896096,0.0000628152,0.0001163417,0.004678889],"genre_scores_gemma":[0.9860137,0.00006687485,0.000158706,0.0008273214,0.0004319886,0.00004109586,0.00001916519,0.00001603572,0.01242512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03263424,"threshold_uncertainty_score":0.8214495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839963545543451,"score_gpt":0.2531284553650164,"score_spread":0.2347288199095819,"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."}}