{"id":"W2021876611","doi":"10.1117/12.552315","title":"Very Large Optical Telescope (VLOT) integrated model enhancements","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Telescope; Adaptive optics; Computer science; Flexibility (engineering); Integrated optics; Active optics; Primary mirror; Optics; Systems engineering; Physics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004033998,0.0003959756,0.0004715742,0.00008414519,0.0001360016,0.0001333303,0.0006712149,0.0001435425,0.00002146276],"category_scores_gemma":[0.0001207956,0.0003330173,0.0006287955,0.0002608883,0.0001976216,0.0005345012,0.0002196969,0.000419198,0.000004920159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990842,"about_ca_system_score_gemma":0.00008697851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001833948,"about_ca_topic_score_gemma":1.68726e-7,"domain_scores_codex":[0.9976561,1.040655e-8,0.000689002,0.0004491112,0.0006299891,0.0005757651],"domain_scores_gemma":[0.9979326,0.00006353059,0.0003286975,0.00006897836,0.001443749,0.0001624257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006763026,0.0002605896,0.0002150675,0.00008067682,0.0004189789,8.032437e-8,0.0001569114,0.001438788,0.3035618,0.6928688,0.0006629568,0.0002676894],"study_design_scores_gemma":[0.006146524,0.0007148825,0.0006666197,0.001265912,0.0005202079,0.000009136161,0.005239394,0.2900784,0.6559189,0.03397696,0.0040304,0.001432698],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853263,0.00003300546,0.005037153,0.0007669409,0.0002037932,0.0004638531,0.0001079853,0.00005546162,0.00800553],"genre_scores_gemma":[0.8272221,0.00001594174,0.1718674,0.00007473713,0.0003674396,0.00005224399,0.00002704514,0.00006500643,0.0003080405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6588919,"threshold_uncertainty_score":0.9999122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117464299725437,"score_gpt":0.2304759170428185,"score_spread":0.2193012740455642,"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."}}