{"id":"W4406250626","doi":"10.1111/jocd.16752","title":"Synthetic Dermal Fillers in Treating Acne Scars: A Comparative Systematic Review","year":2025,"lang":"en","type":"review","venue":"Journal of Cosmetic Dermatology","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Acne scars; Acne; Observational study; Dermatology; Randomized controlled trial; Scars; Inclusion and exclusion criteria; Systematic review; Clinical trial; Sample size determination; Surgery; MEDLINE; Alternative medicine; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008236557,0.0006600079,0.01229753,0.001577844,0.00007143457,0.0000350241,0.0005315833,0.0004626396,0.0001117656],"category_scores_gemma":[0.001277711,0.0003804944,0.001425241,0.001064649,0.000226244,0.00008585516,0.0001310146,0.001281133,0.00008290871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000390202,"about_ca_system_score_gemma":0.001739848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004174592,"about_ca_topic_score_gemma":0.000002592155,"domain_scores_codex":[0.9925248,0.002065402,0.003787685,0.0003812048,0.0006280091,0.0006128782],"domain_scores_gemma":[0.9939667,0.002544229,0.002222237,0.0006039234,0.0003968504,0.0002660866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002629706,0.000366298,0.00001980369,0.9571569,0.001499402,0.008238961,0.00007996892,4.746924e-7,7.445843e-8,0.00004935847,0.003506384,0.0290561],"study_design_scores_gemma":[0.0009739298,0.0001601955,0.000003288457,0.8201808,0.01029322,0.1239739,0.0001321578,0.00001122837,0.000001517643,0.00002284777,0.04402546,0.0002214203],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002948031,0.9923563,0.0000275638,0.0007411939,0.0002599238,0.003216822,0.00001176346,0.00001715926,0.003339776],"genre_scores_gemma":[0.000373218,0.9979659,0.0004916555,0.0003093141,0.00003100173,0.0002099257,0.00002150952,0.00003271212,0.0005647475],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1369761,"threshold_uncertainty_score":0.9998647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0719921502346177,"score_gpt":0.4401453230236277,"score_spread":0.36815317278901,"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."}}