{"id":"W7117145350","doi":"10.1038/s41598-025-32224-2","title":"Randomly distributed optical fibers in translucent mortar for privacy-preserving light transmission and digital image reconstruction","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Fonds de recherche du Québec; Canada Research Chairs; École de technologie supérieure","keywords":"Robustness (evolution); Optical fiber; Iterative reconstruction; Transmission (telecommunications); Digital imaging; Fiber; Digital image; Color-coding; Rotation (mathematics)","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":[0.0002355628,0.0002728897,0.0001154081,0.0002173918,0.0001632907,0.0002542141,0.0002777369,0.0001997562,0.0006554848],"category_scores_gemma":[0.0003764496,0.0001230105,0.0001400636,0.0001468496,0.000385297,0.0002626337,0.0002957836,0.0002058337,0.0001524812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002786926,"about_ca_system_score_gemma":0.0001713216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006544869,"about_ca_topic_score_gemma":0.001462457,"domain_scores_codex":[0.9998425,0.00002287293,0.000004703483,0.00004569377,0.00006423729,0.00002003178],"domain_scores_gemma":[0.9996973,0.00007188418,0.000115869,0.00005135136,0.00004344096,0.00002012665],"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":[0.0001305192,0.000055097,0.0007406062,0.00004149345,0.000008968624,0.00009989573,0.00005145312,0.02063764,0.9652542,0.001269873,0.00007855322,0.01163171],"study_design_scores_gemma":[0.000009240759,0.0002034748,0.0009436457,0.000005518836,0.000009481248,0.00005824187,0.00002706296,0.07490326,0.9228172,0.0002019811,0.0008080172,0.00001282062],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510319,0.0001109046,0.04751999,0.00003556098,0.0000149743,0.00001145304,0.00002572535,0.0001709589,0.00107853],"genre_scores_gemma":[0.9887344,0.00003540649,0.01064048,0.000006186352,0.000001999289,0.000004387387,0.0000114574,0.00001227906,0.0005535108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006554848,"threshold_uncertainty_score":0.002192795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005488572214322201,"score_gpt":0.2233279568509578,"score_spread":0.2178393846366356,"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."}}