{"id":"W4416391254","doi":"10.1016/j.pdpdt.2025.104874","title":"Tissue optical properties correction of multispectral singlet oxygen luminescent dosimetry (MSOLD) for BPD-mediated Photodynamic Therapy","year":2025,"lang":"en","type":"article","venue":"Photodiagnosis and Photodynamic Therapy","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Singlet oxygen; Dosimetry; Luminescence; Laser; Multispectral image; Absorption (acoustics); Monte Carlo method; Photodynamic therapy; SIGNAL (programming language)","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":[0.0006939589,0.0007960953,0.001494753,0.0007235314,0.000395029,0.00009530332,0.0003555606,0.0003876311,0.0001684354],"category_scores_gemma":[0.0003713985,0.0006374094,0.000429828,0.000925958,0.0007422267,0.0001814465,0.0001131561,0.0005487614,0.000005606956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000366175,"about_ca_system_score_gemma":0.000345686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039131,"about_ca_topic_score_gemma":0.000245763,"domain_scores_codex":[0.9960786,0.0001746945,0.00104359,0.001075856,0.0006139052,0.001013399],"domain_scores_gemma":[0.9972393,0.000963733,0.0003038528,0.0007545685,0.0004419315,0.0002966267],"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":[0.00670624,0.001798177,0.001779754,0.0003288554,0.001076904,0.00001412664,0.0006860358,0.00001420153,0.9297158,0.00005094192,0.001142065,0.05668689],"study_design_scores_gemma":[0.01143805,0.002865162,0.02858463,0.0007175424,0.0001361895,0.0000355187,0.0004003019,0.009512031,0.9371621,0.0001219019,0.00839725,0.0006292937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786426,0.01217355,0.0002171497,0.000906849,0.0009606695,0.00604954,0.0002296412,0.0002360346,0.0005840113],"genre_scores_gemma":[0.9605208,0.03499208,0.0002796869,0.001028331,0.0001287678,0.001796559,0.0001672623,0.0001196047,0.0009668762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05605759,"threshold_uncertainty_score":0.9996077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079803191620112,"score_gpt":0.3086849804863603,"score_spread":0.2878869485701592,"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."}}