{"id":"W2791543818","doi":"10.1039/c8nr00529j","title":"Laser inscription of pseudorandom structures for microphotonic diffuser applications","year":2018,"lang":"en","type":"article","venue":"Nanoscale","topic":"Random lasers and scattering media","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"Leverhulme Trust; Saudi Arabia Cultural Bureau in London","keywords":"Pseudorandom number generator; Diffuser (optics); Laser; Optics; Materials science; Physics; Optoelectronics; Computer science; Algorithm; Light source","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":[0.0001180265,0.0002055473,0.0001025281,0.0001740944,0.0001318446,0.0002655223,0.0002037127,0.0001891614,0.0007625111],"category_scores_gemma":[0.0002948545,0.0002055013,0.0001528577,0.0001926683,0.0002329939,0.0002032277,0.0001492212,0.0002536541,0.0002067822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003609605,"about_ca_system_score_gemma":0.0002687751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004353501,"about_ca_topic_score_gemma":0.001493622,"domain_scores_codex":[0.9998953,0.000009565715,0.000007025255,0.00002075051,0.00005090039,0.00001645086],"domain_scores_gemma":[0.9997666,0.00005357492,0.00008400976,0.00005731684,0.00002594828,0.00001242516],"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":[0.00001399983,0.00001232161,0.0001825729,0.00004135481,0.000002490898,0.00004401143,0.00002234787,0.001296461,0.9946083,0.0008285963,0.00005764046,0.002890006],"study_design_scores_gemma":[0.000007633441,0.00006062139,0.0006978442,0.000002942347,0.00000321617,0.00008971352,0.0000112643,0.01125956,0.985959,0.0001035942,0.001798799,0.00000590426],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8809432,0.0007068616,0.1137727,0.00007300085,0.00005297939,0.00008278788,0.0002506997,0.000406679,0.003711192],"genre_scores_gemma":[0.9419972,0.0003458317,0.05632141,0.00002116087,0.000009951971,0.00004403957,0.0001143525,0.00005845289,0.001087617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007625111,"threshold_uncertainty_score":0.002619028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008212028563962998,"score_gpt":0.2429193046180619,"score_spread":0.2347072760540989,"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."}}