{"id":"W4386715884","doi":"10.1111/srt.13467","title":"Treatment of periorbital hyperpigmentation using sublative fractional radiofrequency (SFR)","year":2023,"lang":"en","type":"article","venue":"Skin Research and Technology","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Albert Einstein College of Medicine, Yeshiva University; Tehran University of Medical Sciences and Health Services","keywords":"Hyperpigmentation; Dermatology; Medicine","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":[0.0001319165,0.00008581858,0.0002178901,0.000999323,0.0001770431,0.00001044434,0.00004966696,0.0001451666,0.0000975707],"category_scores_gemma":[0.00008802727,0.00005935127,0.00003275071,0.001149986,0.0006930148,0.00005104407,0.00005100255,0.0001606803,0.00003983004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001516711,"about_ca_system_score_gemma":0.0001815581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001431616,"about_ca_topic_score_gemma":0.000002563204,"domain_scores_codex":[0.9988762,0.0000451652,0.0001506409,0.0002322268,0.0003395849,0.0003561397],"domain_scores_gemma":[0.9993651,0.000122125,0.00002917884,0.0001685609,0.0002349824,0.0000800542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006354384,0.001897762,0.5796505,0.0001805851,0.0007174,0.0024919,0.000984442,0.000003811799,0.1499405,0.02299138,0.0006135796,0.2398927],"study_design_scores_gemma":[0.03005231,0.04570064,0.4245975,0.0003852447,0.0002304383,0.009133498,0.03688101,0.01136571,0.3241423,0.07765182,0.03901692,0.0008426001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938825,0.0009272348,0.00001483827,0.002826418,0.00003133361,0.0004465892,0.00001474332,0.0000732977,0.001783091],"genre_scores_gemma":[0.9969443,0.001248761,0.0005499228,0.000002513351,0.00002811609,0.00006333934,0.00003924975,0.000009865438,0.001113938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2390501,"threshold_uncertainty_score":0.2553442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1391529956796267,"score_gpt":0.4603957264367382,"score_spread":0.3212427307571114,"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."}}