{"id":"W4414283824","doi":"10.1117/12.3064625","title":"Recent progress towards 3D printed lightweight glass mirrors","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced optical system design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"3d printed; 3D printing; Printed circuit board; Manufacturing process","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":[0.00008633673,0.0001687198,0.0002022783,0.00007821579,0.00003160227,0.0000269533,0.0001814808,0.00009783988,0.0002700168],"category_scores_gemma":[0.00002735761,0.0001367512,0.00004246743,0.0003915855,0.00004282869,0.0000835367,0.00004670456,0.0001309509,0.0002490821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002004261,"about_ca_system_score_gemma":0.00002364985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000301543,"about_ca_topic_score_gemma":0.00001213564,"domain_scores_codex":[0.9990568,0.00002015182,0.0002652441,0.0002004336,0.0001482728,0.0003091242],"domain_scores_gemma":[0.9995166,0.00003362475,0.00001421861,0.0002790007,0.00006857925,0.00008794908],"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":[0.00003785062,0.0001156978,0.001017433,0.0004671461,0.0002619084,0.00004204012,0.0001188523,0.003179582,0.002270613,0.05634641,0.009178904,0.9269636],"study_design_scores_gemma":[0.0004879779,0.00003392932,0.002209601,0.000169234,0.000025309,0.000004221934,0.00004350406,0.05312325,0.05513114,0.0008170615,0.8875815,0.0003733074],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004694315,0.001990672,0.6018274,0.001208147,0.001299469,0.0007799251,0.000003312854,0.00220414,0.3859926],"genre_scores_gemma":[0.8954489,0.0003042646,0.0888123,0.0001792853,0.00005517424,0.0002432563,0.00000882551,0.00007285815,0.01487512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9265903,"threshold_uncertainty_score":0.557655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01558165488466577,"score_gpt":0.2649815779842655,"score_spread":0.2493999230995998,"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."}}