{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001791144,0.00006944548,0.0002363664,0.0001109521,0.00001008661,0.000002113589,0.0000657221,0.00004331714,0.000001305294],"category_scores_gemma":[0.0001253805,0.0000426161,0.000006721553,0.0001995291,0.0002514446,0.0001024437,0.00001855235,0.0001484463,9.703032e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002140884,"about_ca_system_score_gemma":0.00002440689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111769,"about_ca_topic_score_gemma":0.0002119773,"domain_scores_codex":[0.9993811,0.00006655293,0.0002531926,0.0001577659,0.00005650807,0.00008486961],"domain_scores_gemma":[0.9995395,0.0001219563,0.00006874597,0.000215468,0.00003502025,0.00001929484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009090253,0.0003045757,0.2722793,0.0001214965,0.000008904146,0.000003395366,0.002931934,0.002000534,0.7067792,0.01039576,0.00002464624,0.005059307],"study_design_scores_gemma":[0.003720646,0.004278583,0.2525349,0.005243818,0.00008541178,0.000006929545,0.001030294,0.1095669,0.5877691,0.03536778,0.0001019658,0.0002936906],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950213,0.0000419656,0.000401276,0.004189094,0.00001054486,0.0002951209,0.00001048292,0.000009459723,0.00002076449],"genre_scores_gemma":[0.9967344,0.00008027867,0.002828508,0.000202466,0.00005226462,0.00000929638,0.0000866443,0.00000485674,0.000001256124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1190102,"threshold_uncertainty_score":0.1737834,"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."}}