{"id":"W4406396518","doi":"10.1111/jocd.16764","title":"An Exploratory Study of PN HPT for Treating Postsurgical Atrophic and Depressed Scars","year":2025,"lang":"en","type":"article","venue":"Journal of Cosmetic Dermatology","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scars; Medicine; Dermatology; Acne scars; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0002747902,0.0001352099,0.0008207153,0.000424258,0.00007844577,0.00001569873,0.0001281417,0.0001134783,0.00001231954],"category_scores_gemma":[0.0001568814,0.0000889579,0.0001124039,0.0001842044,0.0001506434,0.00008339118,0.00004115154,0.000202674,6.098311e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002787052,"about_ca_system_score_gemma":0.0002008442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000507992,"about_ca_topic_score_gemma":0.000005412867,"domain_scores_codex":[0.9984242,0.0002640918,0.0006936541,0.0001610863,0.0002297251,0.0002271891],"domain_scores_gemma":[0.9985179,0.000439579,0.0002804767,0.000209104,0.0004008189,0.0001521316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006414583,0.009981358,0.9070622,0.001143649,0.002874193,0.006321165,0.004192263,0.00005216916,0.01164709,0.001145282,0.002466939,0.04669911],"study_design_scores_gemma":[0.13485,0.03345123,0.6351953,0.001721782,0.006684327,0.08905035,0.05241093,0.005120999,0.02827775,0.008881101,0.003453496,0.0009027924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957704,0.001763982,0.0004538827,0.001064454,0.0001361931,0.0004999097,0.000002440351,0.000009583357,0.0002991678],"genre_scores_gemma":[0.9986428,0.0001358575,0.001013027,0.0001022224,0.0000242367,0.00001831083,0.000001807814,0.00001074434,0.00005097323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2718669,"threshold_uncertainty_score":0.3627598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480495262781771,"score_gpt":0.3696834737785441,"score_spread":0.3448785211507264,"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."}}