{"id":"W4406738700","doi":"10.1097/dss.0000000000004542","title":"The History and Advancement of Light, Lasers, and Energy-Based Devices in Dermatologic Surgery","year":2025,"lang":"en","type":"review","venue":"Dermatologic Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Hair removal; Intense pulsed light; Dermatology; Dermatologic surgery; Laser; Laser surgery; Acne; Energy density; Photodynamic therapy; Surgery; Medical physics; Engineering physics; Optics","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":[0.0007875058,0.0006616428,0.004056514,0.00108154,0.0001636323,0.00002424089,0.0001952642,0.0005695719,0.0000317385],"category_scores_gemma":[0.0006547808,0.0003636512,0.0005973975,0.0005727913,0.0005812093,0.00007603675,0.0002006632,0.0004022797,0.000004449962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002528403,"about_ca_system_score_gemma":0.00169664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004852218,"about_ca_topic_score_gemma":0.00003468631,"domain_scores_codex":[0.9957584,0.000833298,0.001582445,0.0007010061,0.0004122911,0.0007126313],"domain_scores_gemma":[0.9877054,0.01064353,0.0007155492,0.0006372345,0.0001038682,0.0001943976],"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":[0.0001042988,0.0004256716,0.048781,0.05639064,0.0004731515,0.003629129,0.00002093487,1.851001e-7,2.000185e-7,0.0005534847,0.05815059,0.8314707],"study_design_scores_gemma":[0.0002998585,0.00001856919,0.0008826808,0.01223398,0.0004199276,0.001150496,0.00005373418,0.000009290636,0.000009418734,0.00003208532,0.9845782,0.0003117556],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004835155,0.994797,0.000007704231,0.002348596,0.0005635982,0.0005326409,0.00001946309,0.00006695716,0.001180523],"genre_scores_gemma":[0.002019396,0.9955763,0.00005120046,0.001028088,0.0000177734,0.0004152676,0.0001492807,0.00003045297,0.0007122289],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9264276,"threshold_uncertainty_score":0.9998816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0603679070825579,"score_gpt":0.3254157423396649,"score_spread":0.265047835257107,"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."}}