{"id":"W4408602822","doi":"10.1117/12.3043771","title":"Multicontrast deep ultraviolet transmission and autofluorescence camera microscopy","year":2025,"lang":"en","type":"article","venue":"","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Autofluorescence; Microscopy; Ultraviolet; Optics; Ultraviolet radiation; Materials science; Fluorescence; Computer science; Physics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004407239,0.0003012171,0.0002161816,0.0005704277,0.0002975049,0.0004186384,0.0008311971,0.0006069153,0.002704768],"category_scores_gemma":[0.0002959334,0.0002873742,0.0002469003,0.0002939193,0.000240224,0.0003978792,0.0005228591,0.0004912578,0.0005514628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754388,"about_ca_system_score_gemma":0.0003234349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005331277,"about_ca_topic_score_gemma":0.001416528,"domain_scores_codex":[0.9995865,0.00005553686,0.00001890534,0.0001104602,0.0001784406,0.00005020937],"domain_scores_gemma":[0.9996796,0.00008969275,0.00004488679,0.00005639248,0.00008341163,0.00004606546],"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":[0.00006113651,0.0000346679,0.000413856,0.00006903885,0.000006821542,0.00009163719,0.00003120344,0.0002641648,0.9857788,0.0006990451,0.0003021633,0.01224745],"study_design_scores_gemma":[0.00001937149,0.0002995883,0.003789896,0.00001750467,0.00001568223,0.002083457,0.00003878189,0.01846902,0.9671875,0.0003085922,0.007739259,0.00003135419],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6181858,0.002581256,0.36387,0.0003095855,0.0001320285,0.000224128,0.0005886206,0.002533662,0.01157495],"genre_scores_gemma":[0.4926361,0.000875495,0.4955573,0.000156377,0.00003852339,0.00025219,0.0002757042,0.0001082406,0.01010004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002704768,"threshold_uncertainty_score":0.009048343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006930790412079041,"score_gpt":0.3181350782041973,"score_spread":0.3112042877921182,"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."}}