{"id":"W2146332271","doi":"10.1088/0031-9155/49/20/010","title":"An investigation on the use of data-driven scattering profiles in Monte Carlo simulations of ultraviolet light propagation in skin tissues","year":2004,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Monte Carlo method; Ultraviolet; Scattering; Radiation; Photoaging; Optics; Extreme ultraviolet; Wavelength; Physics; Biological system; Computer science; Dermatology; Laser; Medicine; Mathematics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002235592,0.0004849554,0.0004668416,0.0005131757,0.0005662522,0.0009203487,0.0009524031,0.001214939,0.0005954008],"category_scores_gemma":[0.01776953,0.0003902291,0.0004836431,0.0005101774,0.0006805602,0.001249211,0.0004914037,0.0008097937,0.00007915925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008736823,"about_ca_system_score_gemma":0.001051978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009564466,"about_ca_topic_score_gemma":0.00591702,"domain_scores_codex":[0.9995162,0.0002582617,0.0000269605,0.00003891308,0.0001242416,0.00003541384],"domain_scores_gemma":[0.989037,0.008751666,0.0005263765,0.0007204236,0.0007997439,0.0001647907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004970399,0.00003401888,0.002614925,0.0000274187,0.00001371886,0.00005607461,0.00006432598,0.9848594,0.001555588,0.007650692,0.0000742004,0.002999891],"study_design_scores_gemma":[0.000002571637,0.000008738119,0.0001201814,0.000003964483,0.000001915041,0.00000946108,0.000005311767,0.9986736,0.000439334,0.0006738937,0.00005834383,0.000002767967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6643027,0.0005819161,0.3257571,0.001293153,0.00006977484,0.0001480044,0.0002468684,0.0004451759,0.007155309],"genre_scores_gemma":[0.9635018,0.0001658706,0.03560147,0.0000750718,0.000008072087,0.00004814832,0.00009472061,0.00005635394,0.0004484814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009564466,"threshold_uncertainty_score":0.01901758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2770133706287867,"score_gpt":0.428628571525908,"score_spread":0.1516152008971213,"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."}}