{"id":"W2105370602","doi":"10.1016/j.sder.2008.08.003","title":"Light-Emitting Diodes (LEDs) in Dermatology","year":2008,"lang":"en","type":"review","venue":"Seminars in Cutaneous Medicine and Surgery","topic":"Laser Applications in Dentistry and Medicine","field":"Medicine","cited_by":435,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Light-emitting diode; Treatment modality; Dermatology; Modality (human–computer interaction); Photodynamic therapy; Optoelectronics; Surgery; Computer science; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005401449,0.0006416974,0.00452825,0.001382742,0.00008777066,0.000006543824,0.0001846297,0.0007380535,0.0001236528],"category_scores_gemma":[0.001474844,0.0004804074,0.0002718193,0.001203432,0.0003715789,0.00004709745,0.00009840428,0.001263759,0.00002871135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002005219,"about_ca_system_score_gemma":0.0004819414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006464982,"about_ca_topic_score_gemma":0.00002902518,"domain_scores_codex":[0.9960231,0.0002003669,0.001872798,0.0008180474,0.0004152039,0.0006704786],"domain_scores_gemma":[0.9955359,0.003009521,0.0004047307,0.0006856037,0.00006083552,0.0003034791],"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":[0.00004371213,0.0001710595,0.003159069,0.01703079,0.00009329146,0.04718035,0.0005775033,9.83976e-8,0.000005513549,0.00002815628,0.04303264,0.8886778],"study_design_scores_gemma":[0.0003681056,0.00005562413,0.00001383161,0.07457563,0.000345994,0.1515719,0.0002261852,0.000007846295,0.000005459067,0.00003703321,0.772499,0.0002934267],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002130071,0.992116,0.000005393193,0.001227171,0.0004901945,0.0008647801,0.000005722939,0.00005916926,0.003101474],"genre_scores_gemma":[0.0006864059,0.9962398,0.0001409134,0.0005764939,0.0005972228,0.0001989622,0.0002740794,0.0000777866,0.001208298],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8883844,"threshold_uncertainty_score":0.9997647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0453370462735584,"score_gpt":0.3437583771039676,"score_spread":0.2984213308304092,"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."}}