{"id":"W2033051475","doi":"10.1117/12.566114","title":"VLOT: a modest Canadian 20-m telescope","year":2004,"lang":"de","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":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Telescope; Active optics; Optical telescope; Scientific instrument; Computer science; Work (physics); Adaptive optics; Systems engineering; Remote sensing; Engineering; Astronomy; Physics; Mechanical engineering; Geography","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":[0.0005311966,0.0006628183,0.0007499601,0.0001906964,0.0002768382,0.0003306066,0.001138468,0.0003145078,0.00002678961],"category_scores_gemma":[0.0001646247,0.0006145369,0.001159693,0.000428177,0.000419159,0.0006286313,0.0002279764,0.0007005025,0.00002635904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006488861,"about_ca_system_score_gemma":0.0003756769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020589,"about_ca_topic_score_gemma":0.00002791776,"domain_scores_codex":[0.9965075,1.439974e-8,0.001015516,0.000678841,0.0008090897,0.0009890355],"domain_scores_gemma":[0.9963123,0.00009254216,0.0005958567,0.000104843,0.002391169,0.0005033159],"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":[0.00007947939,0.0002450342,0.0003576876,0.0003324111,0.001455329,4.641595e-7,0.000497012,0.002546864,0.1471958,0.8439285,0.00298556,0.0003758309],"study_design_scores_gemma":[0.01997075,0.004035182,0.003776641,0.01002963,0.005602385,0.00007276177,0.02395373,0.2570212,0.3668843,0.09519684,0.2052735,0.008183177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849223,0.0003996785,0.0002277704,0.005123634,0.0007063044,0.0008690474,0.0004446879,0.00004515079,0.007261464],"genre_scores_gemma":[0.8772541,0.0001430204,0.1189476,0.0001980135,0.002471002,0.00007815805,0.00008347011,0.0001858005,0.0006388911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7487317,"threshold_uncertainty_score":0.9996306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058357572636129,"score_gpt":0.2151468004528465,"score_spread":0.2045632247264852,"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."}}