{"id":"W4407250369","doi":"10.1088/2040-8986/adb3b9","title":"Diffractive elements with multi-ring spectra","year":2025,"lang":"en","type":"article","venue":"Journal of Optics","topic":"Optics and Image Analysis","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Institute for Advanced Studies in Basic Sciences","keywords":"Optics; Ring (chemistry); Spectral line; Physics; Astronomy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002113671,0.00009950207,0.0002004732,0.0003369993,0.00008384235,0.0003290959,0.000169855,0.00002410744,0.00004479898],"category_scores_gemma":[0.0001062758,0.00007264183,0.00009086425,0.0004034471,0.00002191502,0.0009182944,0.00005959555,0.0001794102,0.00001646612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003414083,"about_ca_system_score_gemma":0.00003330367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001471998,"about_ca_topic_score_gemma":0.00001654652,"domain_scores_codex":[0.9992315,0.00000295519,0.0003250453,0.00008125127,0.0002106627,0.0001485739],"domain_scores_gemma":[0.9988873,0.00002093037,0.0004325505,0.0001091477,0.0005401838,0.000009886674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001176481,0.004499183,0.7435399,0.0008587672,0.009420086,0.001686949,0.0003660523,0.01118748,0.02124945,0.1214654,0.01192813,0.07262217],"study_design_scores_gemma":[0.01735247,0.0004467385,0.4152152,0.001864123,0.009009281,0.00007591223,0.006552831,0.3865333,0.005307206,0.008031036,0.147765,0.001846894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8499263,0.0002065325,0.07734057,0.002175884,0.0005233261,0.0001377205,0.000001005247,0.00002161813,0.06966703],"genre_scores_gemma":[0.9701455,0.00006327896,0.02744143,0.0007603696,0.0005333902,6.374363e-7,0.000001150728,0.00001315222,0.001041146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3753459,"threshold_uncertainty_score":0.317348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127767915614849,"score_gpt":0.2479507008810493,"score_spread":0.2366730217249008,"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."}}