{"id":"W4310545511","doi":"","title":"Simultaneous Multiple Surfaces method applied to infrared lenses","year":2022,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced optical system design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Infrared; Computer science; Optics; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003791271,0.0008557074,0.0006128101,0.0008822007,0.0004072397,0.0008153559,0.0008295955,0.0008384874,0.003799116],"category_scores_gemma":[0.0007959487,0.0004536843,0.0009771814,0.0008307865,0.0005339302,0.001055394,0.0009810869,0.0009497255,0.0009855101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002959388,"about_ca_system_score_gemma":0.0003993088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007237221,"about_ca_topic_score_gemma":0.001236294,"domain_scores_codex":[0.9995141,0.0001118333,0.00001500195,0.00008033127,0.0002395515,0.0000392078],"domain_scores_gemma":[0.9995862,0.0001562555,0.00003559456,0.00007021292,0.0001248695,0.00002682289],"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":[0.0004549881,0.0001417515,0.001341506,0.0005245423,0.0001377262,0.0003569932,0.0004066796,0.0531394,0.506103,0.07794154,0.00192326,0.3575286],"study_design_scores_gemma":[0.00002647215,0.000140725,0.0009321445,0.00001636592,0.00003371449,0.0002954659,0.00008729375,0.9112017,0.07194871,0.009762648,0.00551037,0.00004436841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02089076,0.0002701196,0.9745939,0.00005173073,0.00009830153,0.00002387616,0.00002551488,0.0002145691,0.003831047],"genre_scores_gemma":[0.2585612,0.0007032638,0.7278226,0.00004191955,0.00009606011,0.0000874382,0.00009910201,0.0002471206,0.01234132],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003799116,"threshold_uncertainty_score":0.01270932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012305448845833,"score_gpt":0.2177875104312327,"score_spread":0.2076644559427744,"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."}}