{"id":"W4402608278","doi":"10.1111/jocd.16577","title":"Real‐World Experience Using a Multi‐Modality System using Intense Pulsed Light, Radiofrequency Microneedling, High‐Intensity Focused Ultrasound, or Thermal Radiofrequency, 808, <scp>HIFU</scp> for Skin Rejuvenation Treatment","year":2024,"lang":"en","type":"article","venue":"Journal of Cosmetic Dermatology","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Rejuvenation; Intense pulsed light; Medicine; High-intensity focused ultrasound; Focused ultrasound; Modality (human–computer interaction); Facial rejuvenation; Dermatology; Treatment modality; Cosmetic Techniques; Ultrasound; Surgery; Radiology; Computer science","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":[0.002099105,0.0008007124,0.000292833,0.0005131904,0.002279306,0.0008734246,0.0009517011,0.001951636,0.00843106],"category_scores_gemma":[0.005259732,0.0005466616,0.0007637165,0.0003307721,0.001202746,0.001262911,0.001845969,0.001322136,0.001671123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006485398,"about_ca_system_score_gemma":0.0003063584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007909412,"about_ca_topic_score_gemma":0.002108386,"domain_scores_codex":[0.998463,0.0007073767,0.0001066007,0.0002242423,0.000230934,0.0002678485],"domain_scores_gemma":[0.9967837,0.001238296,0.0004748269,0.0002252147,0.0003353444,0.0009426352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001903971,0.01536402,0.2628356,0.001480072,0.0004196632,0.1219864,0.2419123,0.005228706,0.04993917,0.0009968366,0.04081722,0.2571162],"study_design_scores_gemma":[0.0006202696,0.02984501,0.1993085,0.0005367008,0.0003917521,0.4686466,0.1203753,0.01022014,0.03248402,0.001187382,0.135588,0.0007962775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898853,0.0006781163,0.003388537,0.00108363,0.0000683691,0.0000831961,0.00006167145,0.00009468196,0.004656493],"genre_scores_gemma":[0.9875444,0.0006782967,0.005394913,0.001109103,0.000111618,0.000054387,0.0001060149,0.00008158121,0.004919726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00843106,"threshold_uncertainty_score":0.02820468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06901712396168508,"score_gpt":0.3627431319650866,"score_spread":0.2937260080034015,"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."}}