{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001601843,0.0007780427,0.0005380797,0.0007686786,0.0002387783,0.002096849,0.001427497,0.001487582,0.006962684],"category_scores_gemma":[0.001440112,0.000688909,0.0008519978,0.0007886506,0.000913173,0.002164423,0.001473116,0.001217802,0.003408439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101711,"about_ca_system_score_gemma":0.0006642381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004867437,"about_ca_topic_score_gemma":0.0007591246,"domain_scores_codex":[0.998682,0.0001095336,0.00008122671,0.000190491,0.0008430771,0.0000937098],"domain_scores_gemma":[0.9985574,0.0004701074,0.0002234226,0.0002622556,0.0004050549,0.00008170594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002762776,0.0001134954,0.0007237344,0.003632806,0.00009982636,0.0003129602,0.000428468,0.01057126,0.5331563,0.03775648,0.005308098,0.4076204],"study_design_scores_gemma":[0.00004692588,0.0009199483,0.002366376,0.0005007306,0.0001439018,0.001208435,0.0002231226,0.02232587,0.6204541,0.005662208,0.3459819,0.0001665356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.2164885,0.2092868,0.4281337,0.004031102,0.003717301,0.0001742109,0.0003532852,0.00329397,0.1345211],"genre_scores_gemma":[0.4650811,0.1151156,0.3344471,0.002123139,0.0015242,0.0001666511,0.000720893,0.0006591595,0.08016216],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006962684,"threshold_uncertainty_score":0.02329248,"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."}}