{"id":"W4283743958","doi":"10.1111/jocd.15195","title":"<scp>Endo‐Radiofrequency</scp> subcision for acne scars treatment: A case series study","year":2022,"lang":"en","type":"article","venue":"Journal of Cosmetic Dermatology","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Medicine; Acne; Acne scars; Scars; Patient satisfaction; Dermatology; Dermis; Psychosocial; Surgery; Pathology","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":[0.0004180817,0.0002664624,0.001067514,0.0005952768,0.0004842726,0.00003499367,0.0002195791,0.00008823443,0.0001143384],"category_scores_gemma":[0.0002778911,0.0001796775,0.0003737573,0.0003609161,0.0001502687,0.0001437853,0.0001011212,0.0003662444,0.000011259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003228899,"about_ca_system_score_gemma":0.0004672068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001969309,"about_ca_topic_score_gemma":0.00000753264,"domain_scores_codex":[0.9973383,0.000448792,0.0008677082,0.0002682059,0.0005507765,0.0005262293],"domain_scores_gemma":[0.9978333,0.0007404384,0.0004531802,0.0003532206,0.000320836,0.0002990111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.002320524,0.01272638,0.1546292,0.0002582805,0.003965907,0.7399573,0.007019245,0.00009125091,0.001128712,0.0007994111,0.03958201,0.03752173],"study_design_scores_gemma":[0.01255334,0.01071195,0.001593452,0.00002216388,0.0007513767,0.8965868,0.01055291,0.00007671012,0.001207307,0.0007499859,0.06512117,0.00007287488],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914826,0.003504009,0.0001145456,0.001914518,0.0006369522,0.001305012,0.0000375145,0.00002828051,0.000976591],"genre_scores_gemma":[0.9962714,0.0003624229,0.001013117,0.0001674347,0.0000803006,0.0001759491,0.00001226897,0.00003541529,0.001881662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1566294,"threshold_uncertainty_score":0.7327037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04382217264480445,"score_gpt":0.3520871045594304,"score_spread":0.308264931914626,"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."}}