{"id":"W4403010864","doi":"10.1117/12.3028811","title":"25 years of current developments in lens design and optical engineering: a review","year":2024,"lang":"en","type":"review","venue":"","topic":"Advanced optical system design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Lens (geology); Current (fluid); Computer science; Optical engineering; Engineering; Optics; Electrical engineering; Physics","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":[0.0003373116,0.0003723756,0.001643623,0.0002131171,0.000003223019,0.00001337047,0.0001639154,0.0001609352,0.00001219664],"category_scores_gemma":[0.0001178129,0.0003150295,0.0001357523,0.0004773748,0.0000172468,0.00005828677,0.00007401725,0.0004257277,0.0001237632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778944,"about_ca_system_score_gemma":0.00007292964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.703423e-7,"about_ca_topic_score_gemma":1.931268e-7,"domain_scores_codex":[0.9983371,0.00003246734,0.00087306,0.000290415,0.0001814435,0.0002855523],"domain_scores_gemma":[0.9994057,0.0002437518,0.00003871168,0.0002046467,0.00001482907,0.00009233486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[1.711856e-7,0.000007293146,9.002512e-8,0.2334718,0.00006034854,0.00002184734,0.000006448452,0.0001490423,4.426806e-7,0.001827415,0.00035065,0.7641045],"study_design_scores_gemma":[0.00004265276,0.00000918032,9.962354e-7,0.1772757,0.0002707383,0.00002623028,2.56359e-7,0.0004800451,8.986229e-7,0.00001329262,0.8215799,0.0003000513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.441794e-7,0.9618927,0.03621474,0.00000138377,0.0002564806,0.001095706,0.000004119972,0.000142551,0.0003922042],"genre_scores_gemma":[0.000003150549,0.9725566,0.02709975,0.00000255535,0.00002144744,0.0001855113,0.000006340284,0.00008822727,0.00003641861],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8212293,"threshold_uncertainty_score":0.9999302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08586826321175468,"score_gpt":0.3282308516497184,"score_spread":0.2423625884379638,"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."}}