{"id":"W4318918234","doi":"10.1097/prs.0000000000010131","title":"Precision in Midfacial Volumization Using Ultrasound-Assisted Cannula Injections","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum","funders":"","keywords":"Medicine; Cannula; Ultrasound; Medical physics; Radiology; Surgery","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":[0.0005506424,0.000183005,0.0004512964,0.001504002,0.0001450952,0.00003329994,0.00004091869,0.0001806733,0.0002730936],"category_scores_gemma":[0.007557664,0.0001892758,0.0001621541,0.002030229,0.0001435151,0.0002079035,0.00002489418,0.0002408776,0.00005570954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003429964,"about_ca_system_score_gemma":0.0004824974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002611279,"about_ca_topic_score_gemma":0.0001743298,"domain_scores_codex":[0.9982844,0.0001387884,0.0005605551,0.0003525482,0.000326707,0.0003369915],"domain_scores_gemma":[0.9962167,0.003110055,0.000144213,0.000161817,0.0002383073,0.0001289114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002606424,0.0001042447,0.9279933,0.00003600947,0.00005183098,0.00009148827,0.0002361468,0.0001919095,0.01321773,0.0001035151,0.003511653,0.05420151],"study_design_scores_gemma":[0.0004498674,0.00003835315,0.9847342,0.0004519236,0.00003855469,0.0004515457,0.0004362509,0.006826922,0.003157404,0.0004925071,0.002611918,0.000310499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930668,0.00001693763,0.003109156,0.0001043022,0.001840594,0.000302778,0.00004845922,0.0003799333,0.001131074],"genre_scores_gemma":[0.9985318,0.00005960509,0.0008363815,0.00007705449,0.00007079638,0.00003829565,0.000145293,0.00003060983,0.0002101676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05674094,"threshold_uncertainty_score":0.9047775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03925586134808719,"score_gpt":0.2993028979772864,"score_spread":0.2600470366291992,"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."}}