{"id":"W4392636622","doi":"10.7759/cureus.55897","title":"Practical Aspects of Acne Scar Management: ASAP 2024","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Acne; Medicine; Scars; Acne scars; Dermatology; Psychosocial; Modalities; Guideline; Treatment modality; Modality (human–computer interaction); Surgery; Pathology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009220826,0.00007682201,0.000154421,0.00006986438,0.00002186961,0.00002220116,0.00004917248,0.00005663573,0.001392666],"category_scores_gemma":[0.0000356371,0.00004789616,0.00006811658,0.0001789975,0.0000671624,0.0000585136,0.00006771331,0.0001426018,0.0004936149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004304436,"about_ca_system_score_gemma":0.0000580091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009148705,"about_ca_topic_score_gemma":0.00000149906,"domain_scores_codex":[0.9992356,0.00001851796,0.0001242628,0.0001803203,0.0002647461,0.0001765154],"domain_scores_gemma":[0.9995975,0.00005256267,0.00001314939,0.0002194888,0.00003043165,0.00008682568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001867048,0.001587411,0.002998283,0.002770551,0.002722017,0.0288518,0.0003197564,0.00000135789,0.001621108,0.3885113,0.5260445,0.04438521],"study_design_scores_gemma":[0.002215603,0.0009074564,0.01997901,0.0009667074,0.0009506202,0.002197059,0.0007484395,0.0008427317,0.006577754,0.008526419,0.9558284,0.000259806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03445427,0.007177382,0.0001724524,0.009278445,0.0007101287,0.0004499146,0.000009616068,0.0001209646,0.9476268],"genre_scores_gemma":[0.9671382,0.0008200672,0.001406125,0.00008177633,0.00009404594,0.00001479312,0.000009784032,0.00001385772,0.03042132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9326839,"threshold_uncertainty_score":0.9995202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05613390350220558,"score_gpt":0.414524824540652,"score_spread":0.3583909210384464,"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."}}