{"id":"W3109564247","doi":"10.1016/j.pdpdt.2020.102127","title":"Skin erythema and pigmentation: a review of optical assessment techniques","year":2020,"lang":"en","type":"review","venue":"Photodiagnosis and Photodynamic Therapy","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences; Juravinski Cancer Centre","funders":"Science and Engineering Research Council; Canadian Cancer Society Research Institute; Canada Foundation for Innovation","keywords":"Erythema; Dermatology; Melasma; Acne; Medicine; Psoriasis; Hyperpigmentation; Dermatological diseases","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004315516,0.0005420636,0.002832145,0.0001593744,0.00005694905,0.00004370369,0.0001360117,0.0002272735,0.0001940639],"category_scores_gemma":[0.00005934265,0.0003944606,0.0004295344,0.0002984754,0.0002533317,0.00005590929,0.00008154687,0.0005479885,0.000001882248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100479,"about_ca_system_score_gemma":0.0002097923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003351036,"about_ca_topic_score_gemma":7.429281e-7,"domain_scores_codex":[0.9977161,0.0001310559,0.00095471,0.0006163663,0.0003238367,0.0002579782],"domain_scores_gemma":[0.9985689,0.0003384631,0.0003711607,0.0003948597,0.00008525408,0.0002413557],"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":[0.00001983858,0.0002440211,0.00001727799,0.06702569,0.0002452346,0.00002996205,0.0000267123,3.063072e-10,0.0002715868,0.000386206,0.0008244447,0.930909],"study_design_scores_gemma":[0.0003835624,0.001101075,0.00002642376,0.1304336,0.001072244,0.0002857279,0.000008813121,0.00001353293,0.002663134,0.0001155752,0.8635023,0.0003939483],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001188,0.993939,0.0001211953,0.0007168751,0.00003397103,0.002958958,0.00007817732,0.0001570107,0.001875995],"genre_scores_gemma":[0.00005901586,0.9833142,0.01377453,0.001499114,0.00007763675,0.001047452,0.000124287,0.00007826296,0.00002555998],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9305151,"threshold_uncertainty_score":0.9998507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02716875112418479,"score_gpt":0.3996622280551054,"score_spread":0.3724934769309206,"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."}}