{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002088445,0.0001978642,0.0002502637,0.0001100723,0.0003622687,0.00009382283,0.0006324939,0.00005487015,0.0002332366],"category_scores_gemma":[0.001225188,0.0002283207,0.00006630374,0.0005803597,0.00003945591,0.00007869839,0.0003435112,0.0002631924,0.00008891726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727571,"about_ca_system_score_gemma":0.00003142749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008667661,"about_ca_topic_score_gemma":0.0001575164,"domain_scores_codex":[0.9970803,0.001516172,0.0003372875,0.0003686322,0.000351945,0.0003456073],"domain_scores_gemma":[0.994643,0.003895185,0.0000709363,0.0008988479,0.0003112668,0.0001808062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000352148,0.00024143,0.0003629762,0.00009317364,0.0000765971,0.00001661716,0.008945848,0.7395439,0.1460476,0.02710509,0.001701787,0.0758298],"study_design_scores_gemma":[0.0009561328,0.000001588198,0.0004330709,0.0001301504,0.00002707702,0.00002578015,0.0008248643,0.5911314,0.2331717,0.001749383,0.170723,0.0008257729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05553786,0.0003090725,0.886704,0.000705675,0.0001668193,0.0006061704,0.00005891533,0.000878446,0.05503308],"genre_scores_gemma":[0.7771893,0.00001261899,0.2186245,0.00006983717,0.0000075106,0.0001365682,0.00004281473,0.00004920365,0.003867685],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7216514,"threshold_uncertainty_score":0.9310649,"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."}}