{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006561141,0.0005669336,0.001786541,0.001140666,0.000335781,0.0001621617,0.0003199331,0.0003523052,0.00003019039],"category_scores_gemma":[0.0005927753,0.0003575483,0.0006381012,0.0007803621,0.0004135755,0.0003681941,0.00004870654,0.0005195111,0.00001060386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114048,"about_ca_system_score_gemma":0.00124903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005922023,"about_ca_topic_score_gemma":0.00003127867,"domain_scores_codex":[0.9956766,0.0004792571,0.00173213,0.0006029184,0.0005930936,0.0009159639],"domain_scores_gemma":[0.996184,0.001065032,0.0007525847,0.0005180129,0.001033563,0.0004467984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.004552829,0.003540165,0.0482946,0.004529142,0.007954393,0.05842756,0.02124806,0.0006146844,0.8254538,0.001472473,0.002742566,0.02116969],"study_design_scores_gemma":[0.03382902,0.004694211,0.01401767,0.005912444,0.006131806,0.429639,0.0140232,0.09357607,0.3809282,0.0006889586,0.01547276,0.001086677],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819551,0.004006398,0.009007039,0.001516928,0.001791757,0.001400141,0.00003892698,0.0001216724,0.0001620739],"genre_scores_gemma":[0.9803045,0.0005746208,0.01810479,0.0001363362,0.0002934843,0.00005353058,0.00002066696,0.00008407616,0.0004280077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4445256,"threshold_uncertainty_score":0.9998876,"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."}}