{"id":"W3087550983","doi":"10.1177/1203475420957633","title":"Prophylaxis of Post-Inflammatory Hyperpigmentation From Energy-Based Device Treatments: A Review","year":2020,"lang":"en","type":"review","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Dermatology; Hyperpigmentation; Topical agents; Intensive care 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":[0.0003787611,0.0004407087,0.004893214,0.0005003687,0.00004527262,0.000008471861,0.000117801,0.0002358444,0.0002830385],"category_scores_gemma":[0.0007641117,0.0002273954,0.0008326921,0.0003610742,0.0001820588,0.00005631902,0.00002542462,0.0004171862,0.000006594951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014307,"about_ca_system_score_gemma":0.001592845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005580525,"about_ca_topic_score_gemma":0.00000150963,"domain_scores_codex":[0.9961998,0.0003706978,0.002040236,0.0002741984,0.0008829527,0.0002320493],"domain_scores_gemma":[0.9952497,0.001780393,0.001805683,0.0002663621,0.000491923,0.0004059781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002127058,0.0002169442,0.000185682,0.04647835,0.001600216,0.01625516,0.00004589236,3.525732e-8,0.00001442716,0.000002331561,0.007699331,0.9272889],"study_design_scores_gemma":[0.0007423303,0.001536525,0.00001904068,0.1617786,0.006539167,0.01097441,0.00006552545,0.000001894292,0.00000829599,0.000008810338,0.81817,0.000155407],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004872472,0.9964113,0.000009670581,0.002105508,0.0002240217,0.0005084965,0.0000387093,0.00001164025,0.0002034713],"genre_scores_gemma":[0.0002470283,0.997375,0.0001513948,0.001446691,0.0003798853,0.00001751375,0.0002127385,0.00004398182,0.0001258436],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9271335,"threshold_uncertainty_score":0.9272913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0670087318568821,"score_gpt":0.3569855907375823,"score_spread":0.2899768588807002,"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."}}